Research · Use cases
Where AI is already doing the work.
Deployments, surveys, filings and case studies, by industry and workflow. Each one links to its source.
| Use case | Organisation | Industry | Workflow | Evidence | Date | Source |
|---|---|---|---|---|---|---|
| Indian AI investors see froth in valuationsSurvey in Inc42's Q3 analysis; Indian AI funding was $438M across 35 deals in Q3 2026, up 265% YoY. Result: ~63% see some froth in Indian AI valuations; vertical AI applications seen as top value-capture segment (39%). | Inc42 investor survey (85+ institutional investors) | – | – | Survey | 2026-10-09 | Source ↗ |
| Gartner: 63% of procurement leaders expect AI gains but only 25% have redesigned rolesGartner 2026 CPO Survey of 213 senior procurement leaders and a C-Suite AI Survey of 1,303 respondents (134 in procurement), both closed April 2026. Headline is that role redesign lags expectations. Result: 63% expect significant performance improvement within three years; 25% have redesigned jobs because of AI. | Gartner (supply chain practice) | – | Procurement | Survey | 2026-10-08 | Source ↗ |
| Bessemer/Bain 2026: half of healthcare organisations cut or plan to cut headcount due to AI, 8-13% of affected laboursecondary: TechTarget on the same 226-executive survey. 67% of providers use autonomous agents in revenue cycle, 4% in clinical work; 36% of providers delayed or cancelled clinical AI because of regulatory uncertainty. Pharma least likely to cut (44%). Planned, not realised, cuts. Result: ~50% cutting or planning cuts; 8-13% average reduction; 73% of provider cuts in revenue cycle and billing; 71% of payer cuts in claims. | Bessemer Venture Partners with Bain & Company (reported by TechTarget) | Healthcare & life sciences | Prior authorisation & revenue cycle | Survey | 2026-10-08 | Source ↗ |
| PwC auditors: AI savings 'more of a shift and less dramatic' a year insecondary: CFO Dive. Enterprise generative AI tools in use on audits since October 2025 (document review, committee-communication analysis, process documentation); the executive denies three months of work has dropped to one. A candid counterweight to vendor claims. Result: No quantified saving; assurance leader: 'It's not that drastic yet'; nearly $1.5B accelerated AI investment. | PwC US | Professional services | Audit & tax | Deployment | 2026-10-07 | Source ↗ |
| Humlum and Vestergaard: employer tools and training lift use to 93%Time savings are self-reported; study finds no earnings or hours effect still. Brookings summary of the Danish study; page opened. Result: Where employers encourage use and provide tools and training, 93% of workers used chatbots and 19% report saving over an hour a day vs ~41% use with no employer action; 39% of workers in encouraging workplaces had training. | Brookings (Humlum and Vestergaard) | – | Learning & performance | Study | 2026-10-06 | Source ↗ |
| BCG Applied AI Index 2026: 48.5% of companies now create measurable value from AIsecondary: trade-press report of BCG's 2026 index (n=1,330). The jump from 2025 partly reflects a reframed segmentation. Source: research report of 14 Oct 2026. Result: 48.5% generate measurable value; future-built share 5% to 7.5%; time to impact about 11 months vs 17 months for laggards. | Boston Consulting Group (via Consulting.us) | – | – | Survey | 2026-10-06 | Source ↗ |
| Concentrix Q3 FY26: $1.05B goodwill impairment, revenue down 1.2%secondary: Press-release coverage. About half of revenue now comes from business won and deployed in the last three years, per the CEO. Impairment was tied to the recent trading range and market capitalisation. Result: Revenue $2.45B (-1.2%, -0.5% constant currency); $1.05B non-cash goodwill impairment; GAAP operating loss $910.3M; FY26 guide $9.827B-$9.877B. | Concentrix (via Pulse 2.0) | Telecom & media | Customer support | Filing | 2026-10-02 | Source ↗ |
| Vietnam business AI adoption rises to 26%AWS-commissioned study by Strand Partners surveying 1,000 business leaders and 1,000 members of the public in Vietnam, as reported by Viet Nam News on 1 Oct 2026 and VietnamPlus on 6 Oct 2026. Primary AWS page not found; fieldwork dates not published. Result: 26% of businesses (about 245,000), up from 18% in 2025. | AWS / Strand Partners (Vietnam) | – | – | Survey | 2026-10-01 | Source ↗ |
| Vietnam financial services leads AI adoptionSector cut of the AWS/Strand Vietnam study. Result: Financial services adoption 41% vs 26% across all sectors; 79% of adopters reported productivity gains; healthcare adoption 23%. | AWS / Strand Partners (Vietnam) | Banking & financial services | – | Survey | 2026-10-01 | Source ↗ |
| Vietnam agentic AI awareness and useAgentic AI cut of the AWS/Strand Vietnam study. Result: 38% aware of agentic AI; 8% embedded agents in core workflows; 19% experimenting or piloting; 81% of agentic AI users reported productivity gains. | AWS / Strand Partners (Vietnam) | – | – | Survey | 2026-10-01 | Source ↗ |
| Vietnam skills gap constrains AI scale-upSkills and training findings from the AWS/Strand Vietnam study. Relevant to executive education demand. Result: 54% cite digital/AI skills shortages as a barrier; 87% of employers say reskilling is important; 26% of employees trained in past year (19% in 2025). | AWS / Strand Partners (Vietnam) | Education | Learning & performance | Survey | 2026-10-01 | Source ↗ |
| Techcom Securities rolls out Kiro agentic IDETCBS deployed AWS's Kiro agentic development environment, as reported in Viet Nam News coverage of the AWS Vietnam report launch. Results are as reported alongside the AWS release. Result: Over 460 employees use Kiro; development time cut by nearly 25%; 70% of AI-generated code passed first-round reviews. | Techcom Securities (TCBS), Vietnam | Banking & financial services | Software engineering | Deployment | 2026-10-01 | Source ↗ |
| OmiKG chronic disease research toolAI-powered chronic disease research tool built on AWS; result as reported in the AWS Vietnam launch coverage. Result: Identified 15 of 17 molecular mechanisms linked to Type-2 diabetes, versus one each for two alternative AI approaches. | OmiGroup (Vietnam) | Healthcare & life sciences | Discovery & R&D | Case study | 2026-10-01 | Source ↗ |
| NoteX voice translation with local data residencyNoteX voice translation platform on AWS (Bedrock and SageMaker), as reported by Viet Nam News; vendor-reported. Result: 30% reduction in AI processing costs and latency; over one million users across Vietnam and 20+ countries in first year. | NoteX (Vietnam) | Software & IT services | – | Deployment | 2026-10-01 | Source ↗ |
| Diaflow enterprise AI agent orchestrationEnterprise AI agent orchestration service built on Amazon Bedrock, as reported in Viet Nam News. Result: Over 40,000 users (75% in the US); more than 100 million AI tasks executed. | Diaflow (Vietnam) | Software & IT services | – | Deployment | 2026-10-01 | Source ↗ |
| Vietnam AI adopters: 13% have a consistent ROI framework, 46% cannot measure returnsRe-verified wording via Vietnam News (1 Oct 2026) and VietnamPlus/VNA (6 Oct 2026); 1,000 business leaders and 1,000 public. Fieldwork dates not published in any copy seen. AWS-commissioned, self-reported by respondents. Primary AWS/Strand page not found by search. Result: Of adopters: 61% still experimenting; 71% broke even or better; 23% formal AI strategy; 13% clearly defined, consistently applied ROI framework; 46% lack reliable way to measure returns. | AWS / Strand Partners (Vietnam) | – | – | Survey | 2026-10-01 | Source ↗ |
| Accenture FY26: revenue $74.2B, bookings $84.5B, 814,000 peoplePress release exhibit (8-K) for the year ended 31 Aug 2026. It reports no quantified AI bookings or revenue, only qualitative AI strategy. Q4 bookings $22.2B (book-to-bill 1.2). Result: FY26 revenue $74.18B (+6% USD, +5% local); bookings $84.5B; Q4 revenue $18.68B; headcount about 814,000. | Accenture | Professional services | – | Filing | 2026-10-01 | Source ↗ |
| Accenture Q4 call: 65% of bookings fixed-price, pricing softer in Q4secondary: Call transcript summary (page date taken from the 10/01 stamp and content naming FY26). CFO said pricing was stable for the year but lower in many areas in Q4; AI efficiencies are being passed to clients and, she said, more than offset by new work. Management would not confirm an analyst's 5% headcount-growth figure. Result: Fixed-price incl. outcome-based 65% of bookings; managed services bookings record $12.8B; over 400 clients started advanced AI work; nearly 110,000 AI and data staff. | Accenture (earnings call, via Benzinga/Webull) | Professional services | – | Filing | 2026-10-01 | Source ↗ |
| Globe Telecom reports 2.8x return on AI investments, PHP1.2bn measurable benefitCompany-reported via TelecomTV. Investment base and calculation method not disclosed in the article, so the 2.8x cannot be checked. One of few Asian firms publicly reporting a financial AI return. Result: PHP1.2bn ($19.2m) measurable benefit as of Aug 2026; >PHP825m incremental revenue; PHP368m cost avoidance; 2.8x return. | Globe Telecom (Philippines) | Telecom & media | – | Deployment | 2026-09-30 | Source ↗ |
| Bessemer/Bain 2026 scorecard: healthcare AI returns average 3.5x, realised in ~12 monthsInvestor-and-consultant survey of providers, payers and pharma; self-reported by executives and sponsored by a VC with a stake in the category. Returns met or exceeded expectations in about 40% of use cases. Sample fell from 408 the prior year. Treat as upper-bound sentiment, not audited ROI. Result: 226 executives, 65 use cases: avg 3.5x return; 54% material ROI in year one; revenue-cycle 4.0x; pharma clinical development 2.3x. | Bessemer Venture Partners with Bain & Company | Healthcare & life sciences | – | Survey | 2026-09-30 | Source ↗ |
| Concentrix shares fall 11% after Q3; Q4 revenue guided down 3-5%secondary: Market-news summary. CEO said over 50% of revenue is now AI-influenced or newly transformed client work and that the firm is 'aggressively disrupting our own traditional business'; management tied the weak outlook to faster client AI adoption. Adjusted EPS $2.92 beat the $2.71 consensus. Result: Stock down about 11% premarket to $22.11, near 52-week low of $19.12; Q4 constant-currency revenue -3% to -5%. | Concentrix (via Parameter.io) | Telecom & media | Customer support | Case study | 2026-09-30 | Source ↗ |
| Revalize survey: only 49% of manufacturers measure AI ROI rigorouslysecondary: reprint of the vendor press release (Revalize sells CPQ/PLM/CAD software), so vendor-sponsored. C-suite leaders were more than twice as likely as senior managers to report advanced AI adoption. Result: 49% measure AI ROI rigorously; 50% track informally or inconsistently; 72% say they can attribute outcomes to AI; 500 decision makers (DACH, UK, US), fielded 7-17 Jul 2026. | Revalize / TEAM LEWIS / OpinionRoute (You Can't Scale AI on Ambition Alone) | Manufacturing | – | Survey | 2026-09-29 | Source ↗ |
| Revalize survey: share of manufacturers reporting no measurable AI financial impact rose from 3% to 13%secondary: reprint of the vendor press release; vendor-sponsored survey of 500 manufacturing decision makers at firms with 100+ employees. Adoption and the 'no impact' share are both rising, which the release does not reconcile. Result: No measurable financial impact: 3% to 13% over the year; broad or advanced adoption 36% (Q1 2026) to 60% about six months later; 44% accelerating AI to offset tariff and cost pressure. | Revalize / TEAM LEWIS / OpinionRoute (You Can't Scale AI on Ambition Alone) | Manufacturing | – | Survey | 2026-09-29 | Source ↗ |
| Gartner predicts 70% of enterprises will abandon vendor-built agentic AI by 2028Gartner prediction, not survey data: no sample or method given. Argues engagements fail structurally (scope, incentives, governance, exit terms) before technically, and warns of 'FDE washing' where ordinary consulting is sold at premium rates. Relevant to buyers of outsourced AI builds. Result: 70% of enterprises predicted to abandon agentic AI built through vendor forward-deployed engineering by 2028. | Gartner (IT practice) | Software & IT services | IT operations & service desk | Survey | 2026-09-29 | Source ↗ |
| Agoda survey: 63% of Vietnamese developers save 7+ hours a week with AISurvey of 800+ developers and engineering leaders, fieldwork June-Aug 2026, commissioned by Agoda (vendor-commissioned, self-reported time savings). Vietnam News 25 Sep 2026. Result: Vietnam: 63% save 7+ hrs/week, 43% save 10+; all markets 55% save 7+ hrs (18% in 2025); 79% require human approval before deployment. | Agoda / Macrame Consulting (7 Asian markets) | Software & IT services | Software engineering | Survey | 2026-09-25 | Source ↗ |
| KPMG Q3 2026 pulse: nearly 6 in 10 large US firms report measurable AI valueSelf-reported survey by an advisory firm; primary KPMG page opened. Exact share behind 'nearly 6 in 10' not given. Result: Nearly 6 in 10 leaders report measurable business value; value cited: productivity 55%, faster decisions 49%, customer and employee experience 38%, financial performance 37% (n=314 C-suite at $1B+ US firms, fielded 24 Jul-25 Aug 2026). | KPMG | – | – | Survey | 2026-09-24 | Source ↗ |
| KPMG Q3 2026: 62% building agents but only 30% build controls into themSelf-reported (n=314, $1B+ US firms); primary page opened. Result: 62% building or deploying agents (53% prior quarter); multi-agent 25% (6%); significant workforce adoption 44% (23% last quarter, 10% a year ago); agent controls built in 30% vs 43% two quarters earlier; 74% include cost reviews in AI approvals; 43% use token budgets. | KPMG | – | – | Survey | 2026-09-24 | Source ↗ |
| KPMG Q3 2026 banking: 65% report measurable value; data readiness top agent barrier at 80%Self-reported sector cut fielded 10 Aug-14 Sep 2026; primary page opened. Result: Banking n=100 ($1B+ US): 65% report measurable value (productivity and efficiency 97%, financial 67%); 80% cite data readiness and access as the top barrier to agents (63% prior quarter); 75% bar agents from sensitive data without human oversight (51%). | KPMG | Banking & financial services | – | Survey | 2026-09-24 | Source ↗ |
| KPMG Q3 2026 asset management and PE: average realised AI value $179MSelf-reported dollar values from large firms, no method or baseline given; primary page opened. Why pilots fell is not explained in the source. Result: Asset management and private equity n=100: 81% report measurable value; average financial value realised $179M and 47% report over $100M; agent deployment 30% (19% in Q2); agent pilots 34% (52% in Q2); 98% upskilling. | KPMG | Banking & financial services | – | Survey | 2026-09-24 | Source ↗ |
| Census BTOS: manufacturing AI use 21.1%, up from 12.3% in late 2025secondary: third-party analysis of official Census BTOS data (experimental product); date is the release of the latest survey wave, analysis downloaded 28 Sep 2026. Census asks whether the firm used AI in the past two weeks, so this measures use, not value. Result: 21.1% (+/-0.9) for surveys 27 Jul-6 Sep 2026 vs 12.3% for 3 Nov-14 Dec 2025 (+71%). | US Census Bureau Business Trends and Outlook Survey (analysis by StartBusinessByState) | Manufacturing | – | Survey | 2026-09-24 | Source ↗ |
| Census BTOS: construction AI use fastest-growing of 16 industries, 15.2% from 8.5%secondary: third-party analysis of Census BTOS data; date is the latest wave release. Use rate over the previous two weeks, not outcomes. Result: 15.2% (+/-0.8) vs 8.5% in late 2025 (+80%); latest single wave 15.4%. | US Census Bureau Business Trends and Outlook Survey (analysis by StartBusinessByState) | Real estate & construction | – | Survey | 2026-09-24 | Source ↗ |
| Census BTOS: transportation and warehousing AI use 10.4%, truck transport 8.1%secondary: third-party analysis of Census BTOS data. Lowest of the industries in this set. Result: 10.4% (+/-1.0) vs 7.0% in late 2025 (+48%); latest single wave 13.0%; truck transportation 8.1%. | US Census Bureau Business Trends and Outlook Survey (analysis by StartBusinessByState) | Logistics & supply chain | – | Survey | 2026-09-24 | Source ↗ |
| Census BTOS: utilities AI use 16.5% but change not statistically significantsecondary: third-party analysis of Census BTOS data. Utilities started higher than most sectors but did not move; agriculture figure excludes farms and no three-wave average was published. Result: 16.5% (+/-3.9) vs 15.4% in late 2025 (+7%, within margin of error); latest single wave 11.8%; agriculture (excl. farms) single wave 6.2%. | US Census Bureau Business Trends and Outlook Survey (analysis by StartBusinessByState) | Energy & utilities | – | Survey | 2026-09-24 | Source ↗ |
| EY US audit inspection findings fall to 5% as AI reaches all auditorssecondary: Accounting Today on EY's quality report. EY credits AI and process change; the page cannot isolate AI's contribution, and EY expects agentic AI to support end-to-end audit by 2028. Result: PCAOB inspection findings rate 5% (28% in 2024); AI tools given to 100% of US audit professionals; $1B technology and talent investment. | EY US | Professional services | Audit & tax | Filing | 2026-09-24 | Source ↗ |
| PwC directors survey: 71% say AI is the top skill gap on boardssecondary: Poll of public-company directors run March to May 2026 (sample size not stated). Over two-thirds cite cybersecurity, data privacy and IP as their main AI worries; 58% say boards interacted more with the CISO. Result: 71% name AI as top skill to strengthen; 82% rate AI-risk/performance information fair, poor or unavailable. | PwC 2026 Annual Corporate Directors Survey (via Bloomberg Law) | – | Regulatory affairs | Survey | 2026-09-23 | Source ↗ |
| Gartner: worldwide AI spending to reach about $2.67 trillion in 2026Analyst forecast. Infrastructure is over half of spend, while spend on generative AI models themselves is about 1% of the total. Gartner says demand stays 'inelastic' to memory-related price rises. Result: $2.67T in 2026, +49.5% YoY; AI infrastructure $1.48T; AI services $576B; AI software $462B; GenAI models $28B. | Gartner | – | – | Study | 2026-09-16 | Source ↗ |
| State of Distribution 2026: over half of hotels use AI, under 1 in 10 cut manual work 30%Covers 270+ hotel brands and 58,000+ properties in 53 countries, survey period 1 Dec 2024 to 30 Nov 2025. RateGain is a hospitality software vendor and co-sponsor. Result: More than half use or are procuring generative AI; fewer than 1 in 10 cut manual work by over 30%; 80%+ of commercial teams spend 1-2 days a week on manual reporting. | NYU SPS Tisch Center, RateGain and HEDNA | Travel & hospitality | Data analysis & BI | Survey | 2026-09-15 | Source ↗ |
| State of Distribution 2026: 55% of hotels barely changed distribution strategy for AI searchSame report. AI-originated search contributes a measurable share of reservations but no figure was given. Mid-sized chains show the most reporting automation and governance maturity. Result: 55% no or only minor change to distribution strategy; OTAs generate close to twice the bookings of hotel-owned digital channels. | NYU SPS Tisch Center, RateGain and HEDNA | Travel & hospitality | Campaign & performance marketing | Survey | 2026-09-15 | Source ↗ |
| Sony Bank and Fujitsu: Claude-based agent cuts core-banking development period 30%, man-hours 40%Company-reported in joint Sony Bank/Fujitsu release; measured vs conventional methods as of July 2026, live production work. No independent verification or method disclosed; 'up to' figures are best cases. Result: Development period -30%; man-hours -40%; impact assessment up to -90%; integration test execution up to -90%; code generation rate 99%. | Sony Bank / Fujitsu (Japan) | Banking & financial services | Software engineering | Deployment | 2026-09-14 | Source ↗ |
| AWS Korea study: 58% of firms use AI and 81% of adopters report higher productivitysecondary: VentureSquare reporting an AWS-commissioned survey of 1,000 corporate leaders. Vendor-sponsored, self-reported savings. Result: 58% adoption (from 48%); 81% report productivity gains; about 14 hours a week saved; about 60% report revenue growth. | AWS / Strand Partners (Realizing Korea's AI Potential 2026) | – | – | Survey | 2026-09-14 | Source ↗ |
| AWS Korea study: 47% of Korean firms have no reliable way to measure AI ROI; 27% have a formal strategysecondary: VentureSquare reporting an AWS-commissioned survey. Productivity claims in the same study are self-reported. Result: 47% cannot measure AI ROI; 27% formal comprehensive strategy; 67% call AI a top priority. | AWS / Strand Partners (Realizing Korea's AI Potential 2026) | – | Planning & forecasting | Survey | 2026-09-14 | Source ↗ |
| Deloitte and DocuSign: legal teams report 37% time savings on agreementsVendor-co-sponsored survey of over 1,100 leaders (DocuSign sells agreement software). Self-reported averages; page notes outcomes depend on data quality and human oversight. 61% still use manual processes to surface insights from stored contracts. Result: 37% average time savings for legal teams; 29% cost savings from labour and outside counsel; agentic workflows nearly 30% higher ROI. | Deloitte and DocuSign | – | Contract review & drafting | Survey | 2026-09-08 | Source ↗ |
| Houzz 2026: 52% of construction firms use AI, saving 4.7 hours a weeksecondary: Builder magazine report of a Houzz survey; sample size and fieldwork dates not stated. The $244,000 is a Houzz estimate, not a measured figure; 95% of respondents report some concern about AI. Most use is sales, marketing and admin (estimates and proposals 87% of adopters). Result: 52% of firms use AI (up 20 points); average 4.7 hours saved per week; Houzz estimates $244,000 annual productivity benefit per firm. | Houzz (2026 U.S. State of AI in Construction & Design Industry) | Real estate & construction | – | Survey | 2026-09-03 | Source ↗ |
| Gartner: only 27% of customers would try a chatbot again after a bad experienceGartner survey of 3,566 B2B and B2C customers fielded Feb-Mar 2026. Cited elsewhere in the release: 87% say access to a human agent is essential when GenAI is used. A quality-risk counterpoint for service-desk automation. Result: 27% would retry a chatbot after a bad experience; 7% used one in their last service interaction; 49% say they would have if offered. | Gartner (customer service practice) | – | Customer support | Survey | 2026-09-02 | Source ↗ |
| WPP headcount falls to 97,388 as further cuts reportedsecondary: Reuters report carried by The Straits Times affiliate NST, citing the Financial Times; WPP did not comment and Reuters could not verify the new figure. Page links AI to the plan to merge Ogilvy, VML and AKQA into 'WPP Creative' but gives no AI-specific saving. Result: Headcount 97,388 at 30 Jun 2026 after about 11,000 cuts since start of 2025; up to 1,000 more reported. | WPP | Telecom & media | Marketing content | Incident | 2026-09-01 | Source ↗ |
| REVA Air Ambulance closes books by day 4-5 after AP automationVendor-reported: Ramp blog quoting the controller. Books close by the 4th or 5th of the month versus nearly three weeks late before. Self-reported before-and-after comparison by the vendor; no independent audit or stated baseline method. Result: Invoice processing from 15-20 minutes to under 3; close accelerated about two weeks. | REVA Air Ambulance (via Ramp) | – | Payables & invoicing | Case study | 2026-08-28 | Source ↗ |
| Small-firm AP and reconciliation savings: Snapdocs, Hospital Association of Oregon, MakeStickersVendor-reported: Ramp blog compilation of customer quotes on its bill-pay product. Shows the scale of claimed gains in small finance teams, but all figures are self-reported with no methodology. Result: Snapdocs reconciliation 5-6 hours to under 30 minutes; Oregon AP batch about 10 hours to minutes; MakeStickers 8-10 hours a week saved. | Snapdocs; Hospital Association of Oregon; MakeStickers (via Ramp) | – | Payables & invoicing | Case study | 2026-08-28 | Source ↗ |
| Morgan Stanley: 41% of large firms have a fully implemented AI model inventorySurvey fielded April 2026 plus ISS board data as of June 2026. 56% name data risk as the top AI risk; about 90% are defining who owns AI governance but only just under half say ownership is fully allocated. Only 24% of S&P 500 boards have three or more AI-skilled non-executives; Energy has none. Result: 200 executives (revenue over $100M); 41% full AI model inventory; 71% require approved tools only; 68% of S&P 500 have an AI-skilled non-executive director. | Morgan Stanley AI Governance Report 2026 (with ISS board data) | – | Regulatory affairs | Survey | 2026-08-27 | Source ↗ |
| McKinsey 2026: only 37% see any EBIT impact from AI; 14% report AI-linked workforce declineMcKinsey 'State of AI in 2026: On the road to ROI', 1,719 respondents in 97 nations, fielded May-June 2026. Self-reported; high performers are those attributing at least 5% of EBIT to AI, and nearly three-quarters of them have redesigned workflows. Result: 37% attribute some EBIT impact to AI (flat); about 6% high performers; 14% saw an AI-linked workforce decline; 39% expect headcount cuts next year. | McKinsey & Company | – | – | Survey | 2026-08-25 | Source ↗ |
| McKinsey 2026: 20% say AI running costs constrain use; 32% skipped buying softwareSame McKinsey survey (1,719 respondents, May-June 2026). 40% of $1B+ firms are scaling agents versus 22% of smaller firms, so scale effects favour large companies. Self-reported survey data. Result: About 20% constrained by AI operating costs including tokens; 60% plan higher AI investment; 32% skipped a software purchase by building in-house. | McKinsey & Company | – | – | Survey | 2026-08-25 | Source ↗ |
| IDC: 61% of organisations exceeded their cloud AI budgetIDC blog citing an April 2026 survey (Middle East, Turkiye, Africa) and a May 2026 survey of 1,448 IT leaders, where difficulty budgeting token- and inference-based pricing was the top vendor-pricing barrier. Also repeats reports that Uber used its full-year AI budget by mid-April (secondary within IDC). Result: 61% exceeded 2025 cloud AI budget (83% of those by under 15%); token prices down about 50% YoY yet bills not falling; 1 in 5 CEOs has a separate AI budget line. | IDC (Smith and Villars blog) | – | Planning & forecasting | Survey | 2026-08-25 | Source ↗ |
| Gartner tells CFOs to pilot governance before scaling AI agentsGartner analyst Q&A (Alex Levine), not a new survey. Recommends a contained, reversible first workflow, defined data access and human review, a sandbox, and judging pilots by governance readiness (traceability, failure log) rather than autonomy or ROI. Opinion and advice; no quantified outcome. Result: Qualitative: early agent pilots 'more often fail from unclear controls than from weak technology'. | Gartner (finance practice) | – | Planning & forecasting | Survey | 2026-08-20 | Source ↗ |
| AWS Malaysia study: 38% of businesses use AI, but 67% of adopters stay on basic toolssecondary: TechNode Global reporting an AWS-commissioned study. Sample size not stated. Financial services 53%, manufacturing 50%. Result: 38% consistent use (from 27%); 67% of adopters on basic tools; 19% have a formal scale-up strategy. | AWS / Strand Partners (Unlocking Malaysia's AI Potential 2026) | – | – | Survey | 2026-08-19 | Source ↗ |
| AWS Malaysia study: 30% of businesses have clear AI accountability and 27% audit AI usesecondary: TechNode Global reporting an AWS-commissioned study. 47% want practical frameworks or templates. Result: 30% clear accountability; 27% regular monitoring or audits; 18% documented escalation; financial services 39% formal governance vs 24% overall. | AWS / Strand Partners (Unlocking Malaysia's AI Potential 2026) | – | – | Survey | 2026-08-19 | Source ↗ |
| RICS 2026: about two-thirds of construction firms use AI, but only 4% use it widelyRICS Q1 2026 Global Construction Monitor (1,883) and Commercial Property Monitor (1,265). Top construction barrier is lack of skilled personnel; privacy and security concern rose from 22% to 30%. The report gives no ROI figures; the UK productivity question drew mostly 'not sure'. Result: Construction: about two-thirds use AI, 39% piloting, 19% regular use (up from 12%), 4% widespread; 3,148 respondents across two monitors. | RICS (AI in commercial property and construction report 2026) | Real estate & construction | – | Survey | 2026-08-18 | Source ↗ |
| RICS 2026: almost two-thirds of construction respondents are not prepared for AIConstruction monitor respondents (1,883). Advanced readiness is described as extremely rare. The report is internally inconsistent on the share with no investment plans (about a quarter in one place, about a fifth in another). Result: Almost two-thirds not prepared or minimally prepared; 43% not aligned with RICS AI standard; 26% unaware of it; 37% plan to raise AI investment. | RICS (AI in commercial property and construction report 2026) | Real estate & construction | – | Survey | 2026-08-18 | Source ↗ |
| Tennessee RCT of AI maths tutor: no significant delayed-test gain overallMeasured randomised trial, primary PDF opened. One-week practice and one-week delayed test only. Result: 6,997 grade 6-8 students in 20 Hamilton County schools, practice week 23-27 Mar 2026: no significant effect on the combined delayed score; in the mastery arm AI students scored 40.2% vs 37.0% on a practised exercise (+3.1 points, p about 0.065, only suggestive). | Oreopoulos Liut Sungu Low (EdWorkingPaper 26-1552) | Education | Teaching & tutoring | Study | 2026-08-17 | Source ↗ |
| Insurance Journal: carriers file AI exclusions as AI lawsuits rise 978%secondary: Trade-press feature quoting a Lathrop GPM attorney that an 'industry-wide reaction' is under way and rapid adoption of AI exclusions across most lines is expected. Verisk could not say how many insurers have adopted the ISO forms. Berkley's absolute exclusion covers D&O, E&O and fiduciary products. Claims not excluded may still be covered by 'silent' AI cover. Result: AI-related lawsuits +978% 2021-2025 and +137% in 2024-2025 (Gallagher); patent 11.9%, copyright 11.2%, privacy 10.2% of cases. | Insurance Journal / Gallagher study | Insurance | Regulatory affairs | Study | 2026-08-17 | Source ↗ |
| Southeast Asia AI startup funding concentrated in few roundsRegional benchmark as of July 2026: funding is dominated by Singapore-linked late-stage rounds; Vietnam, Malaysia, Indonesia and Thailand are small. Result: 2026 YTD $4.1B across 23 disclosed equity rounds; Kling AI about 68% of total; historical Vietnam AI funding $19M. | Tracxn data via Crowdfund Insider | – | – | Benchmark | 2026-08-15 | Source ↗ |
| Gartner: over half of chief supply chain officers unsure of AI returnssecondary: ESM Magazine report on two Gartner surveys (394 professionals at firms above $250M revenue, Nov 2025-Feb 2026; 135 senior leaders, Jan-Apr 2026). The primary Gartner release was not located. Result: 67% of supply chain digital investment goes to AI; over half of CSCOs unsure what return they get. | Gartner (supply chain practice) | Logistics & supply chain | Supply & demand planning | Survey | 2026-08-13 | Source ↗ |
| CNH survey: 62% of farmers say precision technology delivers moderate or high value; 36% unsure of ROIVendor-sponsored survey of 217 US and Canadian farmers and ranchers, May 2026. Covers precision technology (89% use auto-guidance), not AI specifically; included as the agriculture adoption baseline. Perceived value, not measured returns. Result: 62% see moderate or extremely high value; 74% adopt to cut input costs; 56% cite cost and 36% ROI uncertainty as barriers; 217 North American farmers. | CNH Industrial (Farmer Pulse Report) | – | – | Survey | 2026-08-12 | Source ↗ |
| Ivey/Birkinshaw: review of 14 AI-enabled learning tools in business schoolssecondary: commentary article with qualitative review, no outcome metrics; cited UK study not identified. Result: 14 tools reviewed (7 public edtech, 7 faculty pilots); cites a 2026 UK study with 95% of students using GenAI. | Ivey Business School (Birkinshaw Raz Walters) | Education | Teaching & tutoring | Case study | 2026-08-11 | Source ↗ |
| Bank of England staff: AI-exposed job vacancies down 15% in three years; IT productivity contribution upsecondary: trade article on two BoE staff blog posts; the posts were not opened and the article names no dataset (not confirmed to be the Decision Maker Panel). Observational association, not causal. Governor Bailey expects a J-curve. Result: Vacancies in most AI-exposed occupations -15% over three years (medium exposure -10%, low -6%; customer service and admin more than -20%); software and IT consulting contribution to annual productivity growth up tenfold vs pre-Covid decade to 0.1 percentage points in 2023-25. | Bank of England staff (reported by Staffing Industry Analysts citing Bloomberg) | – | – | Study | 2026-08-07 | Source ↗ |
| AWS and Strand Partners Indonesia: 40% of businesses use AI; SMEs at 38%Vendor-sponsored study of 1,000 business leaders and 1,000 members of the public, published on an AWS page. Financial services 58% adoption. Result: 40% adoption; 75% of adopters report productivity gains; 62% attribute revenue growth to AI; SMEs 38%. | AWS / Strand Partners (Unlocking Indonesia's AI Potential 2026) | – | – | Survey | 2026-08-06 | Source ↗ |
| AWS Indonesia study: only 12% of adopters have AI fully integrated; 24% have a formal AI strategyVendor-sponsored survey of 1,000 business leaders. Among SME adopters only 10% are fully integrated. Result: 56% of adopters still exploring; 12% fully integrated; 24% formal strategy; 21% data governance; 56% cite skills shortage. | AWS / Strand Partners (Unlocking Indonesia's AI Potential 2026) | – | – | Survey | 2026-08-06 | Source ↗ |
| hibank (Indonesia) uses Kiro to modernise buy-now-pay-later system: end-of-day processing down 30%Vendor-reported on an AWS page (Kiro is an AWS product); no independent verification or baseline given. Result: End-of-day processing time down 30%; infrastructure usage down 25%. | hibank (Indonesia) | Banking & financial services | Software engineering | Deployment | 2026-08-06 | Source ↗ |
| Rey's Olvo AI on Amazon Bedrock cuts Indonesian insurance claim decisions from 1-2 weeks to under a dayVendor-reported on an AWS page; baseline and methodology not published. Result: Claim decisions from 1-2 weeks to under 1 day; over 7,000 claims a day; over 500,000 insured members. | Rey (Indonesia healthtech) | Insurance | Insurance claims | Deployment | 2026-08-06 | Source ↗ |
| Shopify Q2 2026: AI-driven orders to merchant stores roughly triple year on yearsecondary: Retail TouchPoints on Shopify's Q2 2026 earnings call. Company-reported and not independently verified. Result: AI-driven traffic and orders about 3x YoY; AI channels bring new buyers at nearly 2x the rate of other channels. | Shopify | Retail & e-commerce | – | Filing | 2026-08-05 | Source ↗ |
| Shopify Sidekick: 34 million merchant conversations and 36,000 custom apps built in one quartersecondary: Retail TouchPoints on Shopify's Q2 2026 earnings call. Company-reported usage metrics, not merchant profit outcomes. Result: Nearly 34m Sidekick conversations in Q2; over 36,000 custom apps (12,000 in Q1); 8% more new merchants reach five orders in 15 days. | Shopify | Retail & e-commerce | – | Filing | 2026-08-05 | Source ↗ |
| Indian IT Q1 FY27: 2.6-2.8% growth, Infosys cuts guidance to 1.5-3%secondary: Analyst blog summarising company results and Nasscom FY26 estimates (sector about $315B, +6.1%). Reports TCS passing 10-15% of productivity savings to clients at signing, analysts modelling 2-3% annual application-services deflation, and fresher hiring falling from about 600,000 in FY22 to 120,000 in FY25 (Xpheno). Several figures are blog-reported, not from filings. Result: Q1 FY27 YoY: TCS +2.7%, Infosys +2.8%, HCLTech +2.6%; Infosys AI at 8.2% of revenue; HCLTech 25-30% more effort for same revenue. | TCS, Infosys, HCLTech (via Wright Research) | Software & IT services | – | Filing | 2026-08-02 | Source ↗ |
| Ramp: 56% of US businesses on its platform pay for AIShare of Ramp customer businesses with paid AI subscriptions. Ramp customers skew tech-forward and the index counts paid adoption only, so it runs well above Census-style estimates. Series last updated 29 Sep 2026. Result: 56.13% in Aug 2026 vs 44.98% in Aug 2025. | Ramp AI Index (FRED series) | – | – | Benchmark | 2026-08 | Source ↗ |
| Ramp index: Anthropic paid adoption 16% to 44% in a year, OpenAI flatShare of Ramp businesses paying each provider. Anthropic overtook the Feb 2026 level of 27.5% within six months; OpenAI drifted down from 41.2% in Feb 2026. Evidence on vendor concentration and switching, not on outcomes. Ramp customer base is not representative of all firms. Result: Anthropic 43.79% vs 16.20% a year earlier; OpenAI 39.76% vs 40.97%. | Ramp AI Index (FRED series) | – | – | Benchmark | 2026-08 | Source ↗ |
| Ramp index: large firms 59% and finance firms 74% pay for AIPaid-adoption shares for Ramp customers by segment, August 2026 vs August 2025. Large firms have caught up with the overall average (56%) and finance and insurance sits well above it. Result: Large businesses 59.04% (44.04% a year earlier); finance and insurance 73.71% (60.10%). | Ramp AI Index (FRED series) | Banking & financial services | – | Benchmark | 2026-08 | Source ↗ |
| Ramp index: information-sector firms 81% pay for AIHighest-adoption sector in the Ramp series, up 8.5 points in a year. Ramp customers skew tech-forward and the index counts paid subscriptions only, so it overstates adoption in the wider economy. Result: Information sector 80.92% in Aug 2026 vs 72.42% in Aug 2025. | Ramp AI Index (FRED series) | Software & IT services | – | Benchmark | 2026-08 | Source ↗ |
| Stanford Canaries study: employment of 22-25 year olds in AI-exposed jobs 19% below trendDescriptive, not causal per the authors; ADP payroll data through June 2026. Estimates attenuate when controlling for education. Result: Employment of ages 22-25 in AI-exposed occupations 19% below counterfactual as of June 2026, vs 15% in July 2025 vintage; no widespread economy-wide displacement. | Stanford Digital Economy Lab (Brynjolfsson Chandar Chen) | – | Learning & performance | Study | 2026-08 | Source ↗ |
| Stanford Canaries study: decline driven by reduced hiring in substitutive AI use, complementary occupations flat or risingGap stems mainly from reduced hiring rather than separations; adjustment shows in employment not base pay. Result: Levels: ages 22-25 in two most-exposed quintiles fell about 11% Nov 2022 to Jun 2026; three least-exposed quintiles grew about 10%. | Stanford Digital Economy Lab (Brynjolfsson Chandar Chen) | – | Learning & performance | Study | 2026-08 | Source ↗ |
| Forrester: 55% of employers regret AI-attributed layoffssecondary: reported by People Matters and The Next Web (2026-08-23); sample size not reported by either. Result: 55% of employers regret laying off workers for AI; Forrester expects half of AI-attributed layoffs to be quietly reversed (Predictions 2026). | Forrester (reported by People Matters) | – | Recruiting | Survey | 2026-07-31 | Source ↗ |
| Gartner: half of firms that cut service headcount for AI will rehire by 2027secondary: reported by People Matters 2026-07-31; I did not open the Gartner release so its date, wording and sample are unconfirmed; forecast not observed. Result: Gartner projects half of companies that cut customer service headcount due to AI will need to rehire for similar functions by 2027. | Gartner (reported by People Matters) | – | Customer support | Survey | 2026-07-31 | Source ↗ |
| St. Louis Fed: AI is 15% of earnings-call productivity talk, 95% of it about future gainsMeasured text analysis (LLM classifier on sentences) of what executives say, not of realised productivity; primary page opened; no firms named. Useful as evidence that call rhetoric runs ahead of reported results. Result: About 490,000 S&P Global earnings-call transcripts for 5,198 US listed firms 2000-2025: AI reached roughly 15% of productivity sentences by end-2025; 95% of AI productivity sentences refer to future gains vs about three-quarters of non-AI ones; 95% say productivity is rising. | Federal Reserve Bank of St. Louis (Ozkan Kalyani Sullivan) | – | – | Benchmark | 2026-07-31 | Source ↗ |
| UPS: cost per piece 28% lower in automated buildings, 68.5% of US volume now automatedsecondary: Supply Chain Dive report of the earnings call; self-reported by UPS. Automation here is largely robotics and sortation rather than AI specifically. About 78,000 operational positions tied to Amazon volume are being eliminated; UPS expects to close nearly 150 buildings. Result: Cost per piece about 28% lower in automated buildings; 68.5% of US volume through automated buildings (64% a year earlier); 50 million labour hours eliminated across 2025-2026. | UPS (Q2 2026 earnings call, CEO Carol Tome) | Logistics & supply chain | Logistics & dispatch | Deployment | 2026-07-30 | Source ↗ |
| ISO generative-AI exclusions available for liability policies from Jan 2026secondary: Law-firm alert says ISO generative-AI exclusion forms reached the market in January 2026, and that broad 'arising out of' wording may let insurers deny claims where AI is only loosely connected. Berkley also has an 'absolute' AI exclusion in specialty lines. The article names no denied claims and gives no dollar figures. Result: Forms CG 40 47, CG 40 48, CG 35 08; reported effective January 2026. | Verisk ISO endorsements (as reported by Shumaker, Loop & Kendrick, National Law Review) | Insurance | Regulatory affairs | Study | 2026-07-30 | Source ↗ |
| DBS digibot resolves nine in ten queries digitally; corporate assistant cuts calls and emails 7%Self-reported in DBS press release (republished by The Asian Banker). No handling-time or cost saving stated; the 7% is volume of calls/emails, not time. Result: digibot: 9 in 10 queries resolved without follow-up call (H1 2026); DBS Joy: calls/emails down 7%, satisfaction up 17%, 10M+ users. | DBS Bank (Singapore) | Banking & financial services | Customer support | Deployment | 2026-07-28 | Source ↗ |
| UPS Q2 2026: $4.5bn of expense removed through automation while US domestic operating profit fell 98%secondary: Transport Topics report of UPS results. Savings are company-reported. Shows efficiency gains coinciding with sharply lower profit as about 2 million lower-quality Amazon packages a day were deliberately shed. Result: Automation removed $4.5bn of related expense; network reconfiguration to deliver $3bn benefit by end 2026; US Domestic operating profit $16m vs $916m; net income $604m vs $1.28bn. | UPS (Q2 2026 results) | Logistics & supply chain | Logistics & dispatch | Filing | 2026-07-28 | Source ↗ |
| Lemonade Q2 2026: loss adjustment expense ratio 5% versus ~9% industry averagesecondary: MarketBeat earnings summary. Management attributes the LAE ratio to Lemonade OS driving AI across claims. Claims automation rate was not quantified in this summary. Gross loss ratio included 7 points of favourable prior-period development, so do not read it as AI-only effect. AI-native insurer, not directly comparable to incumbents. Result: LAE ratio 5% vs ~9% industry; gross loss ratio 60%; in-force premium $1.43B (+32.5%). | Lemonade | Insurance | Insurance claims | Filing | 2026-07-28 | Source ↗ |
| Gallup: 65% of employees say AI improved productivity; share rises with breadth of useGallup survey of employees in organisations that have implemented AI (May 2026 data); self-reported effects. Result: 65% positive productivity effect; 45% for 1-2 work purposes, 66% for 3-4, 78% for 5-6, 90% for 7 or more. | Gallup | – | Learning & performance | Survey | 2026-07-27 | Source ↗ |
| Gallup: only 36% of employees strongly agree their manager supports AI useGallup (page last updated 2026-09-30). Multipliers are associations from self-reported survey data. Result: 36% strongly agree manager supports team AI use; those who do are 9.3x as likely to say AI has transformed how work gets done; leaders frequent use 51% vs 17% in 2023, ICs 26% vs 9%. | Gallup | – | Learning & performance | Survey | 2026-07-27 | Source ↗ |
| Politecnico di Milano study: 903 FDA AI devices, missing clinical evidence linked to higher recall likelihoodUniversity news item; no numeric effect size on the page. Misuse also frequently linked to recalls. Authors call for integrated post-market surveillance across EU and non-EU adverse-event sources. Result: 903 FDA-authorised AI devices analysed; recall risk higher where clinical evidence undocumented. | Politecnico di Milano (JAMA Network Open) | Healthcare & life sciences | Quality inspection & maintenance | Study | 2026-07-24 | Source ↗ |
| Deloitte: 51% of boards lack rules on their own AI usesecondary: Trade press summary of a Deloitte survey of corporate secretaries and in-house counsel (sample size not stated). 77% of boards had director AI briefings in the past six months, so education is ahead of policy. Result: 51% of boards lack AI rules/guidance; 47% do not facilitate AI use; 8% use approved AI tools for committee work. | Deloitte (governance professionals survey, via CIO Dive) | – | Regulatory affairs | Survey | 2026-07-24 | Source ↗ |
| Telefonica Germany: up to 1,100 roles cut as AI use intensifiessecondary: Trade press. Restructuring charges of EUR 265M in Q2 and up to EUR 155M in H2; about 60 of 800 shops close. Company says it is 'intensifying the use of AI in key processes' in sales and customer service, but revenue was already falling 1.4% (2024) and 3.8% (2025), so AI is one driver among several. Result: Up to 1,100 staff (about 14%); EUR 185M annual savings from 2028; Q1 revenue -8.6%. | Telefonica Deutschland (via Telecoms.com) | Telecom & media | Customer support | Case study | 2026-07-23 | Source ↗ |
| HKT Hong Kong survey: 67% of businesses use, pilot or plan AI; 70% cite cost and ROI as deployment considerationsTelecom-vendor survey of nearly 300 IT leaders, Q1 2026; no independent research firm named. Hong Kong, not mainland China. Result: 67% implemented, piloting or planning; 82% have 12-month investment plan; 14% of adopters use agentic AI; SMEs 19% plan agentic vs nearly 40% of large firms. | HKT (Hong Kong Business AI Adoption Survey) | – | – | Survey | 2026-07-21 | Source ↗ |
| FDA AI device list reaches 1,524, radiology 76%, under 2% cite randomised trial datasecondary: AI2Work editorial summarising the FDA list, Imaging Wire and two JAMA-family studies; it gives no primary citations and says figures were not independently verified. Use as directional until checked against the FDA list. Result: 1,524 authorisations to 30 Mar 2026; radiology 76%; 6 devices (1.6%) cite randomised data. | US FDA list (reported by AI2Work) | Healthcare & life sciences | – | Benchmark | 2026-07-21 | Source ↗ |
| Bank of America Q2 2026 call: 200000 staff use AI, 300+ use cases, 34 fully implementedsecondary: CIO Dive summary of Q2 2026 earnings-call remarks (calls believed 14-15 July; the article, dated 20 July, gives only weekdays). Transcript not opened. Company-reported usage counts, not cost or headcount results. Result: 200,000+ employees use AI-enabled tools; 400,000+ prompts a day; 300+ approved AI use cases, 114 of them generative; 34 fully implemented; CFO says manual work reduced, no savings figure. | Bank of America (reported by CIO Dive) | Banking & financial services | – | Filing | 2026-07-20 | Source ↗ |
| JPMorgan Q2 2026 call: nearly 1000 live AI use cases, Dimon expects no near-term margin liftsecondary: CIO Dive summary of earnings-call remarks; transcript not opened. Company-reported; no savings figure. Result: Nearly 1,000 live AI use cases across risk, fraud, marketing and document reading; Dimon says AI is expensive, he does not expect it to lift margins soon and customers will be the main beneficiaries ('You don't uniquely benefit from AI'). | JPMorgan Chase (reported by CIO Dive) | Banking & financial services | – | Filing | 2026-07-20 | Source ↗ |
| Citi, BNY and Wells Fargo Q2 2026 calls: adoption claims but no cost or headcount figuressecondary: CIO Dive summary; transcripts not opened. Shows that even in 2026 bank disclosures are usage counts, not P&L effect. Result: Citi: nearly 9 in 10 employees use its AI tools; BNY and Wells Fargo gave no quantified results (Wells launched an 'AI Teammate' for advisers); across the five banks the article reports no headcount reduction, cost saving or productivity percentage. | Citigroup; BNY; Wells Fargo (reported by CIO Dive) | Banking & financial services | – | Filing | 2026-07-20 | Source ↗ |
| ONS: UK business AI adoption nearly triples to about 35% between Sept 2023 and June 2026Official statistics, fieldwork 5 to 28 June 2026. Information and communication near 60%, construction 13%. Large language models used by 18% of businesses. Result: About 12% (Sept 2023) to about 35% (June 2026) of businesses with 10+ employees; 28% of 0-9 employee firms vs 49% of 250+. | UK Office for National Statistics (Business Insights and Conditions Survey, wave 159) | – | – | Survey | 2026-07-20 | Source ↗ |
| ONS: UK AI adoption is widening, not deepening; about half of adopters see no headcount effectExtensive use is reported by 17% of the smallest firms and 9% of the largest. Lack of expertise most evident at 100 to 249 employees (about 18%). Result: Average AI technologies per adopter 1.4 to 1.6; about 6% of operations-focused adopters report headcount decrease; 41% of 10+ firms report no barriers. | UK Office for National Statistics (Business Insights and Conditions Survey, wave 159) | – | – | Survey | 2026-07-20 | Source ↗ |
| FPT H1 2026: AI and data analytics revenue up 54% to VND 1.8Tsecondary: Vietnamese business press on H1 results. FPT says AI Factory clusters in Vietnam and Japan exceeded 90% utilisation and turned profitable in Q2 2026 (company-reported) and that it signed 14 overseas IT projects above $10M each. Result: Group revenue VND 26T (+12.6%); pre-tax profit VND 5.7T (+18.1%); overseas digital transformation revenue +23.8% to VND 9.6T. | FPT Corporation (Vietnam, via Vietstock) | Software & IT services | Software engineering | Filing | 2026-07-20 | Source ↗ |
| UnitedHealth Q2 2026 call: 96% first-pass approval on AI prior auth, 70% of Optum Health providers on ambient listeningsecondary: third-party call summary; one prior-auth volume figure (~69,000 administrative hours) is garbled in the transcript and should be verified. Management also said operating cost ratio rose partly due to AI investment and that clinicians stay involved in any non-approval. Claimed 90% reduction in clinician burnout is unsubstantiated. Result: 96% first-pass approval; 70% of employed Optum Health providers on ambient AI (target 90%+); targets 80% of prior auths real-time by end-2027. | UnitedHealth Group (via VectorShift call summary) | Insurance | Insurance claims | Filing | 2026-07-16 | Source ↗ |
| AWS Thailand study: 43% of businesses use AI, but 74% of adopters stay at basic levelsecondary: The Nation Thailand reporting an AWS-sponsored survey of 1,000 business leaders. Vendor-sponsored, self-reported. Result: 43% adoption (from 32%); 74% basic, 17% intermediate, 9% advanced; 84% report productivity gains; 71% report revenue gains averaging 19%. | AWS / Strand Partners (Unlocking Thailand's AI Potential 2026) | – | – | Survey | 2026-07-15 | Source ↗ |
| AWS Thailand study: only 19% have comprehensive enforced AI policies; 4% of agentic-aware firms fully deployedsecondary: The Nation Thailand reporting an AWS-sponsored survey. 24% have heard of agentic AI and 19% feel ready to adopt. Result: 19% enforced AI policies, 47% informal, 34% none; 21% formal AI strategy; 51% cite skills shortage. | AWS / Strand Partners (Unlocking Thailand's AI Potential 2026) | – | – | Survey | 2026-07-15 | Source ↗ |
| KBTG (Thailand) uses agentic AI to modernise COBOL banking systems, cutting engineering effort two to three timessecondary: The Nation Thailand reporting an AWS-sponsored study. Vendor-reported; baseline not stated. Result: Engineering effort cut 2-3x on legacy COBOL modernisation. | KASIKORN Business-Technology Group (Thailand) | Banking & financial services | Software engineering | Deployment | 2026-07-15 | Source ↗ |
| Osotspa (Thailand) Thai-language assistant OsotSphere handles about 1,450 queries a monthsecondary: The Nation Thailand reporting an AWS-sponsored study. Usage volume only; no cost or time saving given. Result: About 1,450 queries a month across finance, legal and marketing. | Osotspa (Thailand) | – | Employee service desk | Deployment | 2026-07-15 | Source ↗ |
| Senators Blumenthal and Hawley press UnitedHealth, Humana and CVS on AI in Medicare Advantage decisionssecondary: letters ask each insurer for an inventory of predictive technologies and whether AI can make final denials. Cites June 2026 OIG reports on June 2024 prior-auth data. Response deadline 28 July; outcome not captured here. Result: Letters dated 14 Jul 2026; OIG found 12% of skilled-nursing prior-auth requests denied across 19 MA insurers. | US Senate (reported by Becker's Payer) | Insurance | Insurance claims | Incident | 2026-07-15 | Source ↗ |
| UnitedHealth AI: ~$1B expected cost reduction, prior-auth approval time from 8+ hours to under 30 secondssecondary: Motley Fool summary of company-reported early results from 1,000+ AI use cases and a ~$1.5B budget. Figures are management claims; the article does not give measurement bases. Pairs with the senators' scrutiny of the same sector. Result: Close to $1B expected cost reductions; denials from missing info -68%; appeals -88%; call volume -25%. | UnitedHealth Group (reported by Motley Fool) | Insurance | Insurance claims | Filing | 2026-07-14 | Source ↗ |
| Thryv SMB survey: 66% adopt AI and 70% say it raised revenue (vendor survey)secondary and vendor-run: Thryv sells an AI marketing platform; respondents were from a third-party panel, mostly $1M-1.9M revenue firms. Self-reported with no baseline; compare Census BTOS (about 20%) and DSIT (16%) for how definitions and samples change the headline. Result: 561 US SMB decision-makers surveyed April 2026: AI adoption 66% (55% a year earlier); 70% say AI increased revenue, 55% say it cut costs; 92% of users say it saves time; 53% spend at least $100 a month. | Thryv (reported by Chain Store Age) | – | – | Survey | 2026-07-13 | Source ↗ |
| Thryv SMB survey: 70% need more AI training; 46% would choose AI over a new hiresecondary and vendor-run survey, self-reported (n=561 US SMBs, April 2026). Result: 70% say they need more training to use AI effectively; 57% rely mainly on YouTube and social media to learn; 46% would pick AI software over hiring for equally capable work (38% in 2025). | Thryv (reported by Chain Store Age) | – | Learning & performance | Survey | 2026-07-13 | Source ↗ |
| HMRC Copilot trial: self-reported 2-3% of working week saved, after a 20% haircutPrimary gov.uk page opened. Time saving is self-reported; Viva usage data and task exercise gave no time results on the page. The up-to-£50M analyst estimate is unclear on timing and is not used as a metric. Result: 3,000 randomly allocated licences, Sep-Dec 2024: self-reported saving of 2-3% of the week (about 60 minutes) after cutting about 20% for non-users and response bias; 83% used the licence; satisfaction 7.1/10; 1,364 survey responses (45%). | HMRC (Phase 3 Copilot evaluation) | Public sector | – | Study | 2026-07-09 | Source ↗ |
| Allianz Partners confirms 1,500 to 1,800 job cuts attributed to AIsecondary: Insurance Business reporting CEO Tomas Kunzmann's statement at a Munich event. Cuts via severance, early retirement and voluntary leave after six months of works-council talks. Percentage-of-division figures in other press are unsourced. Result: 1,500 to 1,800 jobs cut over 12 to 18 months, mostly call centres. | Allianz Partners | Insurance | Customer support | Deployment | 2026-07-08 | Source ↗ |
| Japan MIC White Paper 2026: 86.4% of Japanese firms use generative AI vs 98.1% in ChinaOnline survey Jan to Feb 2026: 515 Japanese companies and 309 in each comparison country. Use is for 'some work', a low bar for depth. Result: 86.4% Japan vs 90.9% US, 91.6% Germany, 98.1% China; 68.9% of Japanese firms plan use, up from 49.7%. | Japan Ministry of Internal Affairs and Communications (2026 White Paper on Information and Communications) | – | – | Survey | 2026-07 | Source ↗ |
| Japan MIC White Paper 2026: nearly 30% of Japanese firms have made no organisational effort to change operations with generative AISame Jan to Feb 2026 survey (515 Japanese firms). Indicates usage without redesign is common. Result: Nearly 30% no organisational effort, higher than US, Germany and China; Japan lags on skills environment. | Japan Ministry of Internal Affairs and Communications (2026 White Paper on Information and Communications) | – | – | Survey | 2026-07 | Source ↗ |
| E-commerce RCTs: AI pre-sale chatbot lifts sales 16.3% and conversion 21.7%Measured randomised field experiments, primary arXiv page opened; platform not named. Top-line sales only: labour cost, ROI and profit not measured; short horizon; workflows chosen by managers. Result: Pre-sale service chatbot: sales +16.3% and conversion +21.7% vs control (44,614 consumers); part of seven randomised field experiments Sep 2023-Jun 2024 on a cross-border e-commerce platform of mostly small sellers. | Fang Yuan Zhang Donati Sarvary (arXiv; MSI) | Retail & e-commerce | Customer support | Study | 2026-06-30 | Source ↗ |
| E-commerce RCTs: AI product descriptions +2.1% sales but AI ad titles -4.5% (not significant)Measured randomised field experiments (primary page); the aggregate assumes linear additivity and covers top-line sales only, with no cost or ROI. Returns fell 3.9% for descriptions and 11.4% for push messages. Result: Product descriptions sales +2.1% (4.77M consumers); search query refinement +2.9%; push messages +1.6% (not significant, ~40% exposed); Google ad titles -4.5% (not significant, un-tuned model); summed gain about $4.63-5.18 per consumer a year, 5.5-6.2% of per-user revenue growth. | Fang Yuan Zhang Donati Sarvary (arXiv; MSI) | Retail & e-commerce | Marketing content | Study | 2026-06-30 | Source ↗ |
| Deloitte Switzerland: 84% of manufacturers report measurable AI value but only about 1 in 5 use cases is scaledDeloitte survey of more than 140 manufacturing organisations. Adoption by area: quality 62%, production 57%, logistics/supply chain 49%. Technology use: ML/deep learning 42%, GenAI and agentic 40%, physical AI 18%. The 20% KPI figure is potential, not realised, improvement. Result: 84% report measurable value; about 20% average KPI improvement potential; about 20% of use cases scaled across sites; 140+ manufacturers. | Deloitte (AI in manufacturing) | Manufacturing | Quality inspection & maintenance | Survey | 2026-06-30 | Source ↗ |
| Deloitte Switzerland: cost and skills lead manufacturers' AI barriers, operational disruption their top fearSame Deloitte survey of 140+ manufacturers. System or model reliability is cited as a risk by only 15%, well behind operational disruption. Result: Barriers: implementation cost 43%, technical expertise 35%, resistance to change 35%, regulation 34%, data quality 30%. Risks: operational disruption 79%, cybersecurity 51%. | Deloitte (AI in manufacturing) | Manufacturing | – | Survey | 2026-06-30 | Source ↗ |
| Call-centre stocks slide: Concentrix -21%, Teleperformance -11% to -13%secondary: Aggregator note on 29-30 June 2026 trading. Investors framed it as conversational AI displacing human support, some calling the sub-sector 'uninvestable'; Concentrix itself pointed to offshoring and spend pullbacks. Notes Teleperformance lost close to a third of its value in one session in early 2024 after Klarna's chatbot claim. Result: Concentrix -21% premarket; Teleperformance -11% to -13% in sympathy. | Concentrix, Teleperformance (via LetsDataScience) | Telecom & media | Customer support | Case study | 2026-06-30 | Source ↗ |
| Concentrix cuts FY26 guidance in June; shares fall 21% premarketQ2 FY26 results exhibit (8-K). Company headline claims iX Suite deals up 400% YoY but discloses no AI revenue. Operating income fell to $95.4M from $148.3M (per press summary). Management blamed faster client offshoring and selective spend pullbacks. Result: Q2 revenue $2,462.5M (+0.6% constant currency); operating margin 3.9% vs 6.1%; FY26 guide cut to $9.925B-$10.025B. | Concentrix | Telecom & media | Customer support | Filing | 2026-06-29 | Source ↗ |
| Ford rehires about 350 quality inspectors after AI inspection falls shortsecondary: AI Weekly summary of a Bloomberg report; the primary Bloomberg article was not opened. Reported gaps: AI did not preserve institutional expertise or train junior staff. Ford is also expanding AI inspection (sixfold at Kentucky Truck Plant per WardsAuto); defect types missed and total rehiring were not specified. Result: About 350 inspectors rehired; AI vision system reportedly ran 150 million inspections at 17 North American sites and flagged 400,000 issues. | Ford Motor Company (reported by Bloomberg, summarised by AI Weekly) | Manufacturing | Quality inspection & maintenance | Incident | 2026-06-25 | Source ↗ |
| Cushman & Wakefield opex up 10% as AI tools roll outsecondary: Bisnow. Company attributed cost growth to salaries and technology; the AI share is not separated. Company added token limits and a business-case process. Result: Q1 operating and administrative expenses about $337m, up $30.9m (10%); about 600 people with enterprise Claude access (anonymous broker estimate). | Cushman & Wakefield | Real estate & construction | Research & knowledge work | Filing | 2026-06-24 | Source ↗ |
| JLL: a quarter of staff use internal AI daily, estimating two hours saved a weeksecondary: Bisnow. Time savings are user estimates, not measured. JLL Spark has invested over $445m in nearly 60 startups since 2017. Result: About 25% of employees daily users; about 2 hours a week saved (user estimate); 100,000+ users and 35m+ prompts on its generative AI model. | JLL | Real estate & construction | Research & knowledge work | Deployment | 2026-06-24 | Source ↗ |
| CBRE projects 25% lower research costs from AIsecondary: Bisnow quoting CEO Robert Sulentic. A projection, not a realised result. Result: Projected 25% research cost reduction; nearly $1.7bn on hardware and software in 2025, up $300m. | CBRE | Real estate & construction | Research & knowledge work | Deployment | 2026-06-24 | Source ↗ |
| Walker & Dunlop test: Claude finds target owners in 10 minutes versus a week, but misses somesecondary: Bisnow, describing an internal test. No dollar spend disclosed. Result: About 10 minutes versus roughly a week for a manual analyst; several results missed. | Walker & Dunlop | Real estate & construction | Prospecting & outreach | Case study | 2026-06-24 | Source ↗ |
| JLL survey via Bisnow: 92% of CRE firms run AI pilots, 5% hit most goalssecondary: reported in Bisnow as industry context; sample size and fieldwork dates not stated in the article. Result: 92% piloting AI; 5% achieved most programme goals. | JLL | Real estate & construction | – | Survey | 2026-06-24 | Source ↗ |
| Hawaii Pacific Health Abridge pilot: time in notes down 21% but burnout change not significantProspective 3-month quality-improvement pilot, Dec 2024 to Feb 2025, of the Abridge scribe integrated with Epic: 79 of 80 providers completed, 25,600+ notes, 23 specialties; 57% were high users. Pajama time -13% (not significant). Self-audit of 494 notes: 86.6% rated accurate; about 84% needed edits to under a quarter of content. Authors note self-reported data and a non-validated burnout measure. Result: High users: time in notes per appointment 7.14 to 5.63 min (-21%); burnout 59.5% to 50.6% (p=0.34, not significant). | Hawaii Pacific Health Medical Group (JMIR Medical Informatics) | Healthcare & life sciences | Clinical documentation | Study | 2026-06-23 | Source ↗ |
| Schneider Electric El Paso: on-time delivery from 61% to 97%, $43m of backorders eliminatedNamed as a Customer Centricity Lighthouse in the June 2026 WEF release. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: On-time delivery 61% to 97%; lead times down up to 35%; $43m backorders eliminated. | Schneider Electric / World Economic Forum Global Lighthouse Network | Manufacturing | Supply & demand planning | Case study | 2026-06-22 | Source ↗ |
| Saudi Aramco Hawiyah NGL: OEE +44% and production volume +26% from 50+ use casesMore than 50 use cases at the Hawiyah NGL plant. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Production volumes +26%; product quality +43%; OEE +44%; CO2 emissions -16%. | Saudi Aramco / World Economic Forum Global Lighthouse Network | Energy & utilities | Quality inspection & maintenance | Case study | 2026-06-22 | Source ↗ |
| Rockwell Automation Singapore plant: units per person-hour +43%, defects -35%More than 50 solutions deployed. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Units per person-hour +43%; defects -35%; time-to-competency -67%; 1,000+ SKUs and 20,000+ changeovers a year. | Rockwell Automation / World Economic Forum Global Lighthouse Network | Manufacturing | Quality inspection & maintenance | Case study | 2026-06-22 | Source ↗ |
| DCM Shriram Gujarat: EBITDA up 11 points, power costs down 32%45 solutions deployed at the Gujarat site. One of the few Lighthouse results stated in financial terms (EBITDA). Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: EBITDA +11 percentage points; power costs -32%; material costs -15%; CO2 -14%. | DCM Shriram / World Economic Forum Global Lighthouse Network | Manufacturing | – | Case study | 2026-06-22 | Source ↗ |
| CIMC Reefer Containers: lead times down 32%, defects down 47%, conversion cost down 24%More than 50 digital and AI applications at the Jiaozhou site. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Manufacturing lead times -32%; defects -47%; conversion costs -24%. | CIMC Reefer Containers / World Economic Forum Global Lighthouse Network | Manufacturing | Quality inspection & maintenance | Case study | 2026-06-22 | Source ↗ |
| Hitachi Vantara Norman plant: inventory down 50%, order-to-ship lead time down 77%US plant (Norman) listed by the WEF in the Productivity category. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Inventory -50%; order-to-ship lead time -77%. | Hitachi Vantara Manufacturing / World Economic Forum Global Lighthouse Network | Manufacturing | Supply & demand planning | Case study | 2026-06-22 | Source ↗ |
| Unilever Haridwar: response times down 72%, service levels at 99% with 50% more SKUsSupply Chain Resilience category, Haridwar, India. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Response times -72%; SKUs +50%; minimum order quantities -40%; service levels 99%. | Unilever / World Economic Forum Global Lighthouse Network | Manufacturing | Supply & demand planning | Case study | 2026-06-22 | Source ↗ |
| RRS Qingdao Smart Logistics Park: transport costs down 23%, inventory turnover up 40%Supply Chain Resilience category. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Transportation costs -23%; inventory turnover +40%; response time +48%. | RRS Qingdao Smart Logistics Park / World Economic Forum Global Lighthouse Network | Logistics & supply chain | Logistics & dispatch | Case study | 2026-06-22 | Source ↗ |
| Fujian Ningde Nuclear Power: human error down 71%, profit per employee up 50%Talent category, Fuding, China. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Human error -71%; profit per employee +50%; digital talent more than 10x; 45 use cases. | Fujian Ningde Nuclear Power / World Economic Forum Global Lighthouse Network | Energy & utilities | Learning & performance | Case study | 2026-06-22 | Source ↗ |
| China Merchants Heavy Industry: throughput 2.6x, first-pass assembly yield up 25%More than 25 digital solutions at the Haimen site. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Throughput 2.6x; dock time -52%; first-pass assembly yield +25%. | China Merchants Heavy Industry / World Economic Forum Global Lighthouse Network | Manufacturing | – | Case study | 2026-06-22 | Source ↗ |
| European Parliament votes through AI Act delay; Council still to approvesecondary: Law-firm note says Parliament adopted the AI Omnibus on 16 June 2026 with Council approval outstanding and both institutions aiming to finish before 2 August 2026. The AI Office would supervise systems built on a provider's own general-purpose models; national authorities keep sector competence (e.g. financial institutions). Provisional-deal date is given as 7 May here versus 6 May in the Gibson Dunn alert. Result: Parliament vote 16 Jun 2026; adoption targeted before 2 Aug 2026; SME relief extended to small mid-caps. | Sidley Austin (law-firm blog) on EU AI Omnibus | – | Regulatory affairs | Study | 2026-06-22 | Source ↗ |
| Accenture Q3 FY26: bookings fall to $19.3B from $19.7Bsecondary: Reprint of the quarterly press release for the quarter ended 31 May 2026; no AI-specific metrics in the text. Headcount rose to about 814,000 by year-end. Result: Q3 revenue $18.7B (+3% local currency); bookings $19.3B vs $19.7B; headcount about 799,000. | Accenture (via 01net.it press-release reprint) | Professional services | – | Filing | 2026-06-18 | Source ↗ |
| Evident AI Index for Insurance 2026: productivity in 75% of disclosed cases, ROI disclosed by 3 of 30 insurerssecondary: Insurance Business on the second annual index of 30 large North American and European insurers. Ranking: Allianz, AXA, Manulife, Zurich (up from 12th), Liberty Mutual. Claims is 28% of use cases, underwriting and pricing 17%; only 8% show improved decision quality across end-to-end workflows. Result: 65 disclosed use cases: productivity 75%, revenue uplift 2%; 49% single-activity tools; 3 of 30 insurers disclose enterprise ROI. | Evident Insights (reported by Insurance Business) | Insurance | – | Benchmark | 2026-06-16 | Source ↗ |
| KCCI worker survey: Korean SME staff use generative AI at 52.7% vs 66.5% in large firms, gap mostly organisationalsecondary: SBS Star reporting. Survey of 3,000 workers. Active internal encouragement lifted use by 15.5 points; subscription subsidies by 8.1 points. Result: 52.7% SME vs 66.5% large-firm workers; gap narrows to about 4 points after controlling for support and skills. | KCCI Economic Research Institute | – | – | Survey | 2026-06-10 | Source ↗ |
| KPMG Q2 2026 technology leaders: data readiness 75% and oversight skills 67% block agentsSelf-reported; primary PDF opened but chart labels were ambiguous so deployment-stage percentages and the spend figure ($294M vs $269M conflict) were not used. Result: Technology sector n=100 ($1B+ US, fielded 4 May-2 Jun 2026): barriers to agent deployment data readiness and access 75%, human oversight skills 67%, system complexity 31%, workforce resistance 30%; employee adoption of agents 68%. | KPMG | Software & IT services | – | Survey | 2026-06 | Source ↗ |
| Shadow AI adds about $670,000 to the cost of a data breachsecondary: Vendor blog restating IBM's 2025 report (3,470 interviews across 600 breached organisations): shadow AI featured in 20% of breaches, took 247 days to identify, exposed customer PII in 65% of cases, and 63% of organisations lacked an AI governance policy. IBM's own page was not confirmed to carry these figures; check against the report before quoting. Result: $4.63M average shadow-AI breach, $670k above standard; 20% of breaches; 97% lacked AI access controls. | IBM Cost of a Data Breach 2025 (as reported by Matters.AI) | – | Security operations | Survey | 2026-06 | Source ↗ |
| Finance AI deployment outpaces realised value, Gartner findsGartner survey of 204 finance leaders fielded March 2026, released at its Finance Symposium. Analyst Marco Steecker warns CFOs not to mistake pilot and tool counts for value and says too many initiatives target incremental gains rather than material business problems. Analyst-firm survey; the realised-versus-expected value chart has no readable values on the page. Result: 63% say 2025 AI implementation was slower than expected; 66% of adopters cite efficiency as a top benefit. | Gartner (finance practice) | – | Planning & forecasting | Survey | 2026-05-28 | Source ↗ |
| Salesforce agents worked 220,000 leads and generated $42M pipeline in one quarterVendor self-reported on its Q1 FY27 earnings call (27 May 2026). Piper (from the Qualified acquisition) engages about 50% of salesforce.com traffic. Pipeline is not closed revenue; no conversion or cost figures were disclosed. Salesforce sells the product, so this is a showcase of its own 'customer zero' use. Result: 220,000 leads worked autonomously; $42M pipeline in Q1 FY27; SDR agent Piper delivers 45% more pipeline than traditional web agents. | Salesforce | Software & IT services | Prospecting & outreach | Filing | 2026-05-27 | Source ↗ |
| Salesforce Agentforce handled 4M support inquiries, double the human volumeVendor self-reported by Marc Benioff on the 27 May 2026 earnings call, covering help.salesforce.com and the 1-800-NO-SOFTWARE line. No resolution quality, escalation or cost-per-case data given. Result: Over 4 million inquiries handled autonomously in about 15 months; 'now double what human agents are handling'. | Salesforce | Software & IT services | Customer support | Filing | 2026-05-27 | Source ↗ |
| Salesforce holds engineering flat at about 15,000 and cites AI productivityVendor self-reported on the Q1 FY27 earnings call: Benioff attributes flat engineering headcount to AI efficiency while hiring concentrates in sales. No dollar savings for internal Agentforce use were disclosed. Illustrates headcount avoidance rather than layoffs. Result: Engineering about 15,000, roughly flat for two years; Slackbot 3.8M annualised hours saved and about 3% company productivity; code shipped doubled year on year. | Salesforce | Software & IT services | Software engineering | Filing | 2026-05-27 | Source ↗ |
| EU AI Act omnibus delays high-risk rules to Dec 2027 and Aug 2028secondary: Law-firm client alert on the provisional political agreement (reached 6 May 2026, confirmed by Council 13 May; formal adoption pending at publication). Standalone high-risk systems (e.g. HR, credit) get roughly 16 more months; AI embedded in regulated products one more year. Commission tabled the omnibus on 19 Nov 2025. Result: Annex III high-risk date moves from 2 Aug 2026 to 2 Dec 2027; Annex I from 2 Aug 2027 to 2 Aug 2028. | Gibson Dunn (law-firm alert) on EU Digital Omnibus on AI | – | Regulatory affairs | Study | 2026-05-27 | Source ↗ |
| EU AI Act: Article 50 transparency still starts Aug 2026, with grace periodsecondary: Same alert. Transparency duties are not delayed, but providers already on the market get four extra months for the Art. 50(2) marking obligation. The AI Office gains investigation, on-site inspection, binding-commitment and fining powers (the alert gives no fine amounts). Sandbox deadline moves one year to 2 Aug 2027. Result: Art. 50 applies 2 Aug 2026; watermarking grace to 2 Dec 2026 for systems already on market; AI Office gets inspection and fining powers. | Gibson Dunn (law-firm alert) on EU Digital Omnibus on AI | – | Regulatory affairs | Study | 2026-05-27 | Source ↗ |
| FPT Software: $256M AI-enabled contract is the largest in company historyVendor-reported figures, not independently verified. Also claims about 30% internal productivity gains in selected activities and an AI Factory that processed over 1,100 billion tokens at about 70% utilisation. Useful as a Vietnam-based offshore vendor's self-description, not as outcome evidence. Result: $256M five-year deal with an Asian energy group; contracts above $10M doubled in 2025; 54,000+ staff; overseas IT services +13.7% in 2025. | FPT Software (company release) | Software & IT services | Software engineering | Deployment | 2026-05-27 | Source ↗ |
| Census BTOS May 2026: nearly 20% of US firms use AI; gap is by sizesecondary: local-news write-up of a Census report dated 26 May by Grundy, Breaux and Khatiwoda; the Census report itself was not opened. Article dated 2026-09-02. Measured official survey but Nov 2025 question widened to 'any business function', so earlier figures are not comparable. Result: Nearly 20% of US businesses used AI as of early May 2026 (range 17-20% from 14 Dec 2025 to 3 May 2026); 20-23% expect to within six months; 250+ employees 37%, 100-249 employees 32%; use rose at firms with 20+ employees but not significantly below 20; a later Fed analysis put 250+ at 38.5% and 1-4 employees at 19.8% (14 June). | US Census Bureau (reported by Princeton Info) | – | – | Benchmark | 2026-05-26 | Source ↗ |
| Census BTOS May 2026: retail AI use about 14%, below information and financesecondary (same article and caveats as the national BTOS row); underlying Census report not opened. Measured official survey of use, not of results. Result: Retail about 14% using AI and about 17% expecting to within six months; information 39.7% and finance and insurance 33.9% (as of 3 May 2026). | US Census Bureau (reported by Princeton Info) | Retail & e-commerce | – | Benchmark | 2026-05-26 | Source ↗ |
| HDBank automates six processes with FPT akaBot: '70% processing time saved'Vendor-reported customer story on FPT IS site (akaBot is an FPT IS product). Body gives no baseline or accuracy number. RPA rather than generative AI. Page date is a last-updated stamp. Result: Headline claim: 70% processing time saved; 6 processes automated. | HDBank (Vietnam) | Banking & financial services | – | Case study | 2026-05-22 | Source ↗ |
| Techcombank AI agent platform: agent build time from ~8 months to under a weekSelf-reported by Techcombank CTO Tran Hoang Quan to The Asian Banker. Business-analyst agent accuracy ~70% and 20-30% of its work still needs human input. Quality-engineering saving of 20% is a target, not an achieved result. Article notes cost-to-income fell 32.7% to 30.8% in 2025 but does not attribute it to AI. Result: Agent build time ~8 months to <1 week; BA turnaround ~3 days vs 10; conservative productivity uplift 15-20%; ~1,000 hours saved (~5.6 virtual FTE). | Techcombank (Vietnam) | Banking & financial services | Software engineering | Deployment | 2026-05-21 | Source ↗ |
| Gartner CPO survey: only 36% very confident to redesign procurement for AISelf-reported analyst survey, primary Gartner release opened. No size of the individual-to-team drop and no adoption rate are given. Result: 36% of 101 chief procurement officers are 'very confident' they can redesign roles and processes for AI (fielded Jan-Feb 2026); GenAI gains for individuals shrink at team-output level, which Gartner calls the 'AI productivity paradox'. | Gartner | – | Procurement | Survey | 2026-05-19 | Source ↗ |
| Rockwell survey: 34% of manufacturing operations AI-augmented, only 18% still in pilotVendor-sponsored survey (Rockwell, fielded by Sapio Research); 11th annual edition. Manufacturers expect more than half of operations to be AI-supported by 2030. The release gives no quantified ROI or workforce figures, only that outcomes are measurable. Result: 34% of operations AI-augmented; 18% in pilot mode; 43% of collected data used effectively; 1,560 respondents in 17 countries. | Rockwell Automation / Sapio Research (2026 State of Smart Manufacturing) | Manufacturing | Quality inspection & maintenance | Survey | 2026-05-19 | Source ↗ |
| Zurich scales Cytora: manual triage 75 to 15 minutes, straight-through intake 10% to 95%secondary: Reinsurance News on a 90-day rollout across five countries, with expansion to 20+ markets planned over 16 months. Figures are company/vendor-reported with no baseline period or method stated. The 'up to 60 minutes' time-to-quote target had no reported result. Result: Triage time -80% (75 to 15 min); digitisation accuracy 70-80% to 98%; straight-through intake 10% to 95%. | Zurich Insurance / Cytora (reported by Reinsurance News) | Insurance | Underwriting | Deployment | 2026-05-19 | Source ↗ |
| JAMA Network Open quality study: scribe use cuts burnout from 51.9% to 38.8% in 30 dayssecondary: news post summarising a quality-improvement study of 263 ambulatory clinicians across six health systems. Cognitive task load and after-hours documentation also fell. Short follow-up and self-reported burnout. Page date is the news post date, journal date not stated. Result: Burnout 51.9% to 38.8% after 30 days; 263 ambulatory clinicians. | Six US health systems, JAMA Network Open (reported by Textbook of Digital Health) | Healthcare & life sciences | Clinical documentation | Study | 2026-05-18 | Source ↗ |
| Kasikornbank enterprise-wide GenAI productivity programmeEnterprise-wide generative AI programme pairing secure tools with training, governance and dedicated support staff; won Best AI Talent and Workforce Enablement Initiative in Asia Pacific (The Asian Banker). No quantified results stated. Result: Covers 22 divisions. | Kasikornbank (Thailand) | Banking & financial services | Learning & performance | Deployment | 2026-05-14 | Source ↗ |
| secondary: SoftBank Group FY2025 net profit of 5,002.2 billion yen driven by OpenAI gainssecondary: Nippon.com report. Profit is mark-to-market gains on an AI investment, not operating returns from AI use; contrast for executives reading AI headlines. Result: Net profit 5,002.2 billion yen; investment profit 7,286.5 billion yen, of which 6,730.4 billion yen from OpenAI. | SoftBank Group | Banking & financial services | – | Filing | 2026-05-13 | Source ↗ |
| German court: chatbot's false statements are the company's ownA cosmetic-treatment business's website chatbot told visitors its two doctors held specialist titles they did not have. The Higher Regional Court in Hamm treated the bot's statements as the company's own misleading commercial acts under the Unfair Competition Act. Source is a compliance register summary (CompanyScope, 27 Sep 2026) of the judgment; judgment not final and appeal to the Federal Court of Justice was allowed. Only sum fixed is EUR 260 plus costs. Result: Injunction with fines up to EUR 250,000 per breach; judgment of OLG Hamm, case 4 UKl 3/25. | Aesthetify GmbH / Verbraucherzentrale NRW (OLG Hamm) | Healthcare & life sciences | Regulatory affairs | Incident | 2026-05-12 | Source ↗ |
| Gartner: CMOs put 15.3% of budgets into AI but only 30% are ready to scaleGartner 2026 CMO Spend Survey of 401 marketing leaders in North America, UK and Europe (mostly firms above $1B revenue), fielded Jan-Mar 2026. 56% say budgets cannot fund their 2026 strategy. Analyst-firm survey; large-company skew. Result: 15.3% of marketing budgets to AI; 30% report mature AI readiness; 70% say processes not mature enough to scale. | Gartner (marketing practice) | – | Campaign & performance marketing | Survey | 2026-05-11 | Source ↗ |
| Gartner: AI-ready marketing organisations spend 21.3% of budget on AISame 401-leader Gartner CMO survey (Jan-Mar 2026). Benchmark of spend shape for AI-mature marketing teams; correlation, not proof that higher AI spend causes better results. Result: AI-ready organisations: 21.3% of marketing budget on AI and 8.9% of revenue on marketing, versus 7.8% of revenue average. | Gartner (marketing practice) | – | Campaign & performance marketing | Benchmark | 2026-05-11 | Source ↗ |
| Heidi (vendor) claims 4 million clinician hours freed and 86% less NHS paperworksecondary: vendor-reported figures from Heidi's own Impact Report as covered in a vendor-led article; methodology, sample sizes, comparison groups and time periods not described. Site examples include a 2,700 to under 200 clinic-letter backlog cut at one trust (est. 139,000 GBP saving) and a 5.10 GBP return per 1 GBP in one frailty team. Treat as unverified marketing evidence. Result: Vendor-reported: over 4 million hours freed; 86% cut in paperwork; 95% report reduced burnout. | Heidi Health (reported by Healthcare Management UK) | Healthcare & life sciences | Clinical documentation | Case study | 2026-05-07 | Source ↗ |
| Expedia: over 30% of 250 million service interactions AI-poweredCompany-reported by CEO Ariane Gorin on the Q1 2026 earnings call. secondary: CX Dive, 12 May 2026; exact call day not stated (date given as year-month). No cost or satisfaction outcome given. Result: 250m+ service interactions a year; over half resolved by self-service; over 30% AI-powered. | Expedia Group | Travel & hospitality | Customer support | Deployment | 2026-05 | Source ↗ |
| Intuit QuickBooks: regular AI use among Australian small businesses rises from 40% to 69% in 18 monthsVendor-reported: Intuit report built with University of Chicago economists, 34,364 SMB owners in US, Canada, UK, Australia (3,790 in Australia) plus administrative data on 5.3m Intuit customers. Page dated 12-13 May 2026. Result: Regular use 40% (July 2024) to 69% (Jan 2026); daily use 9% to 28%; 79% of users report productivity gains; 12% say AI is core. | Intuit QuickBooks (AI Impact Report, Australia) | – | – | Survey | 2026-05 | Source ↗ |
| Intuit QuickBooks Australia: AI cost reduction and cost increase reported at similar ratesVendor-reported owner survey. Net cost effect is roughly neutral; 28% say workdays are shorter, 14% longer. Top barriers: privacy and security 39%, fear of failure 39%. Result: 25% report reduced costs vs 21% increased costs; 43% report increased revenue; 19% higher headcount vs 6% lower. | Intuit QuickBooks (AI Impact Report, Australia) | – | – | Survey | 2026-05 | Source ↗ |
| Census BTOS: AI-using firms rate their performance higher (association only)secondary: trade-site article citing a BTOS data release it dates 23 April 2026 (page date 30 April); the Census release was not opened. Self-rated performance weighted by employment, correlation not causation; the site's 'pays back in a week' claim is the author's, not Census data. Result: Share of employment at firms rating current performance 'excellent': 23.1% for AI users vs 13.8% for non-users; 17.3% of firms using AI in late 2025; 62.0% vs 41.2% rating expected future performance above average or excellent. | US Census Bureau (reported by SelfEmployed.com) | – | – | Benchmark | 2026-04-30 | Source ↗ |
| secondary: Meta raises 2026 capex guidance to as much as $145 billionsecondary: Yahoo Finance report on Q1 2026 results; combined figure is the article's estimate, not a company disclosure. Result: Capex guidance 'as much as $145 billion'; four hyperscalers combined up to $725 billion for 2026. | Meta Platforms | Telecom & media | – | Filing | 2026-04-30 | Source ↗ |
| Samsung Q1 2026 call: operating profit 57 trillion won as HBM sales set to more than triplesecondary: third-party transcript with apparent transcription errors; verify against Samsung's release. Shows AI profit accruing to suppliers of AI hardware. Result: Revenue 134 trillion won; operating profit 57 trillion won; HBM sales expected to more than triple in 2026. | Samsung Electronics | Manufacturing | – | Filing | 2026-04-30 | Source ↗ |
| secondary: Alphabet, Meta and Microsoft Q1 2026 capex guidancesecondary: Fortune summary of Q1 2026 earnings. Microsoft's increase partly attributed to higher component pricing (about $25B per Nadella as reported). AWS revenue $37.6B, up 28% year over year; Amazon capex not stated in the article. Result: Alphabet $180B-$190B; Meta $125B-$145B; Microsoft about $190B total this year. | Alphabet; Meta; Microsoft | Software & IT services | – | Filing | 2026-04-29 | Source ↗ |
| Indian IT FY26: TCS revenue down 0.5%, HCLTech guides 3-5% declinesecondary: Press summary of FY26 results. Executives cited 'AI deflation'; TCS's CEO called it 'degrowth'. Headcount at each firm (all above 200,000) moved by only a few percent with no major cuts. Exact margins and TCS guidance not given in the article. Result: FY26 revenue: HCLTech +11.2%, Wipro +4%, Infosys +3.1%, TCS -0.5%; HCLTech FY27 guide -3% to -5%. | TCS, Infosys, Wipro, HCLTech (via The Register) | Software & IT services | – | Filing | 2026-04-28 | Source ↗ |
| secondary: DBS headcount falls 3.9% to 39,721 as 4,000 contract roles are phased outsecondary: FinTech News Singapore. DBS said in Feb 2025 it expected to reduce about 4,000 temporary and contract roles over three years, mainly via attrition. The article says the banks did not directly attribute lower headcount to AI productivity gains. Result: DBS headcount down 1,624 (3.9%) to 39,721; three banks combined 104,266, down 2.6% from 107,072. | DBS; OCBC; UOB (Singapore) | Banking & financial services | – | Filing | 2026-04-24 | Source ↗ |
| Stanford AI Index 2026: measured productivity gains 14-26% in software and supportsecondary: Siemens blog summary of the AI Index; underlying studies not named on that page, so check against the Stanford report before citing. (Also relevant to workflow: software-engineering.) Result: Measured productivity gains of 14% to 26% in software development and customer support; weaker or negative in tasks needing more judgment. | Stanford HAI (reported by Siemens Xcelerator Community) | Software & IT services | Customer support | Benchmark | 2026-04-23 | Source ↗ |
| Stanford AI Index 2026: agent task success 12% to ~66% but deployment in single digitssecondary: Siemens blog summary; benchmark names not given on that page. Result: Agent success on real computer environments rose from 12% to ~66% in a year; agents fail about 1 in 3 structured tasks; agent deployment in single digits across nearly all business functions. | Stanford HAI (reported by Siemens Xcelerator Community) | – | – | Benchmark | 2026-04-23 | Source ↗ |
| Infosys Q4 FY26: AI deals priced better but productivity gains largely passed to clientsEarnings call transcript furnished to the SEC (Form 6-K). Management said AI deals generally carry better pricing and margins but productivity gains are largely passed to clients; no AI revenue figure given. vendor-reported: client results such as Hertz COBOL migration at 60% lower cost and BP payment accuracy of 95% are company claims. Result: FY26 revenue growth 3.1% cc; FY27 guidance 1.5% to 3.5% cc; large deals $14.9 bn; over 30,000 developers on GitHub Copilot. | Infosys | Software & IT services | Software engineering | Filing | 2026-04-23 | Source ↗ |
| FPT Q1 2026: Global IT Services +10.4%, new bookings +22.2%Vendor-reported. Eight contracts above $10M signed in Q1 (+14.3% YoY). The prior-year base was restated for equity-method treatment of FPT Telecom. A materials-manufacturer AI deal on FleziPT is claimed to cut the client's costs about 40% over three years (vendor claim, unverified). Result: Q1 revenue VND 12,480B (+8.7%); Global IT Services VND 9,034B (+10.4%); Japan +18.8%; new bookings VND 13,833B (+22.2%). | FPT Corporation (company release) | Software & IT services | Software engineering | Filing | 2026-04-22 | Source ↗ |
| UnitedHealth Q1 2026: $1.5B AI programme with a 'conservative' 2:1 return targetsecondary: Fierce Healthcare on the Q1 2026 earnings call. About a third (~$500M) targets OptumInsight becoming AI-first. A digital prior-authorisation tool reportedly has a 96% approval rate in early months. Management-stated targets, not audited results. Result: $1.5B AI investment; 2:1 return target; 12-18 month paybacks; OptumReal ~500M claims processed. | UnitedHealth Group (reported by Fierce Healthcare) | Insurance | Insurance claims | Filing | 2026-04-21 | Source ↗ |
| Wipro Q4 FY26: IT services revenue down 1.6% while AI investment pressures marginsEarnings call as transcribed by a third-party aggregator. CFO flagged margin volatility from wage increases, lower-margin large deals and AI-related investments; no AI revenue figure given. secondary: transcript site, not the company filing. Result: FY26 IT Services revenue $10.5 billion, down 1.6% YoY; Q1 FY27 guidance -2% to 0% sequential. | Wipro | Software & IT services | – | Filing | 2026-04-16 | Source ↗ |
| Gallup: frequent AI use 67% of leaders vs 46% of individual contributorsGallup survey of US employees in organisations that make AI available; frequent use means a few times a week or more. Result: Frequent use: leaders 67%, managers 52%, project managers 50%, individual contributors 46% (n=23,717 US employees; fielded 2026-02-04 to 2026-02-19). | Gallup | – | Learning & performance | Survey | 2026-04-12 | Source ↗ |
| Gallup: manager support separates frequent AI users 78% vs 44%Association rather than causal result. Same survey as the leader/IC usage cut (n=23,717). Result: 78% of frequent AI users strongly agree their manager actively supports AI use vs 44% of others; organisation supports experimenting 72% vs 44%; clear policies 68% vs 47%. | Gallup | – | Learning & performance | Survey | 2026-04-12 | Source ↗ |
| Gallup: non-users cite preference for current ways of working (46%) and ethical opposition (43%)Barrier breakdown from the Gallup Feb 2026 US employee survey (n=23,717). Result: Non-users vs infrequent users: prefer current way of working 46% vs 36%; ethically opposed 43% vs 25%; do not believe AI can assist 39% vs 22%. | Gallup | – | Learning & performance | Survey | 2026-04-12 | Source ↗ |
| SEC FY2025 enforcement results name Nate as its only AI-related fraud matterSEC release covering fiscal 2025 (1 Oct 2024 to 30 Sep 2025) lists the Nate founder case as the AI-related item among the matters highlighted. Useful scale check: AI-washing enforcement is real but a small slice of headline cases. Result: 1 AI-related matter listed in the release (Nate, Inc.), over $42 million raised. | SEC (FY2025 enforcement results) | Professional services | – | Incident | 2026-04-07 | Source ↗ |
| JAMA five-centre study: AI scribes save 16 minutes of documentation per 8 hours, about 0.5 extra visits a weeksecondary: Healthcare in Europe report on a JAMA study of 1,800+ scribe users vs 6,770 controls across five US academic centres, tracked over two years. Only 32% used the scribe on more than half of visits; those users saw about 2x the EHR and 3x the documentation reduction. After-hours EHR time did not differ significantly. Authors call the savings modest. Observational, not randomised. Result: -16 min documentation and -13 min EHR time per 8 clinical hours (~10% and ~3%); +0.5 visits/week; ~$167/month added revenue per clinician. | Ambient Clinical Documentation Collaborative (Mass General Brigham, UCSF and others), JAMA | Healthcare & life sciences | Clinical documentation | Study | 2026-04-06 | Source ↗ |
| VinUniversity report on Vietnamese business AI useReport of 100+ industry professionals, cited by TechRepublic. Methodology differs from the AWS study, so figures are not directly comparable. Result: 77% of surveyed businesses used AI in specific functions; 56% planned to raise spending. | VinUniversity | – | – | Survey | 2026-04 | Source ↗ |
| Stanford AI Index 2026: organisational AI use reached 88%Compiled from third-party surveys (largely McKinsey). Exact release day not on the page I opened; month taken from secondary coverage dated April 2026. Primary Stanford chapter opened. Result: Organisational AI use rose from 55% (2023) to 88% (2025); Europe 91%, North America 90%; 32% of organisations expect AI-related workforce decreases next year. | Stanford HAI | – | – | Benchmark | 2026-04 | Source ↗ |
| Stanford AI Index 2026: entry-level software and support headcount fallingObservational labour data compiled by Stanford; not proof AI is the cause. Month from secondary coverage. Primary chapter opened. (Also relevant to workflow: software-engineering.) Result: 2021-2025: headcount of software developers and customer support agents aged 22-25 fell while most older age groups grew. | Stanford HAI | Software & IT services | Customer support | Benchmark | 2026-04 | Source ↗ |
| Court sanctions for AI-fabricated citations pass $145,000 in Q1 2026secondary: compliance blog summarising Damien Charlotin's public AI hallucination database and individual rulings from March-April 2026. Listed amounts sum to about $155,000 against the article's $145,000 Q1 claim, so treat totals as approximate; month is the latest event cited, not the article date. Result: Over 1,353 hallucination cases catalogued globally; Oregon federal court $110,000; Sixth Circuit $30,000; Nebraska lawyer suspended. | US courts (Charlotin database) | Professional services | Contract review & drafting | Incident | 2026-04 | Source ↗ |
| Cambridge CCAF 2026 report: 81% of financial firms use AI, 14% call it transformationalGlobal survey with partners including BIS, IMF and WEF; 130 regulators responded, other respondent counts not given on the landing page. Date taken from the PDF path (April 2026). 52% of industry actively adopting agentic AI. Result: 81% adopting AI; 40% at advanced stages; 14% say transformational; 55% of industry and 63% of regulators find AI value hard to measure; 40% report higher profitability, 43% no change. | Cambridge Centre for Alternative Finance (Cambridge Judge Business School) | Banking & financial services | – | Survey | 2026-04 | Source ↗ |
| Estonia AI Leap: 154 of 156 upper-secondary schools, 20,000 students in pilot yearself-reported: government-linked factsheet; reports participation and baseline usage only, no pilot outcome results. Date inferred from filename (1 April 2026). Scale-up adds 38,000 learners in 2026-27. Result: 154 of 156 upper-secondary schools; 4,800 teachers; 20,000 students; EUR 4 million pilot budget (about EUR 200 per student); baseline student AI use 64-90% of grades 6-12. | Estonian Ministry of Education and Research / AI Leap Foundation | Education | Teaching & tutoring | Deployment | 2026-04 | Source ↗ |
| ECB: 38% of euro-area firms at advanced AI adoption; heavy users expect more hiringExpectations not realised outcomes; respondent count not stated. Primary ECB Economic Bulletin box opened. Result: 38% of euro-area firms at advanced stage and 33% early stage; significant AI users expect 2.8% employment growth vs 0.6% for non-users (SAFE survey Q4 2025). | European Central Bank | – | – | Survey | 2026-03-31 | Source ↗ |
| Academic study: LLM token prices fell about 600x, flagship tier does not follow trendWorking paper on 2020-2026 pricing. Mid-tier half-life 1.55 years; the flagship tier fits exponential decay poorly (R-squared 0.031). Cost reduction attributed to productivity gains, not GPU hardware. Provider concentration (HHI) fell 54% from 2023 to 2026. Not peer reviewed. Result: 600x fall from $60 to $0.10 per million tokens; economy-tier price half-life 1.10 years; reasoning models 31.5x non-reasoning prices on average. | Mingdeng Du, Wuhan University (arXiv) | – | – | Study | 2026-03-30 | Source ↗ |
| Atlanta Fed et al.: over 80% of firms report no AI impact on employment or productivitySelf-reported executive survey in an Atlanta Fed working paper (WP 2026-3); central-bank-affiliated primary page opened. Number of firms not stated. Result: Over 80% of firms report no impact of AI on employment or productivity over the last 3 years; ~70% actively use AI; firms expect +1.4% productivity and -0.7% employment over next 3 years (~6,000 executives in US UK Germany Australia). | Federal Reserve Bank of Atlanta with Bank of England Bundesbank and Stanford (Yotzov Bloom et al.) | – | – | Survey | 2026-03-24 | Source ↗ |
| Atlanta Fed et al.: executives use AI only 1.5 hours a week on averageSelf-reported; relevant to leadership ownership. Primary working-paper page opened. Result: Over two-thirds of top executives use AI regularly but average 1.5 hours per week; one quarter report no use (~6,000 executives). | Federal Reserve Bank of Atlanta with Bank of England Bundesbank and Stanford | – | – | Survey | 2026-03-24 | Source ↗ |
| Eliciting Insights survey: 75% of US health systems use AI, up from 59%; ambient notes at 68%secondary: second annual survey of executives at 120 US health systems. Other adoption: AI documentation improvement 43%, AI coding 36%, patient-text drafts 36%, AI denial prediction 25%. ROI claim covers only systems able to quantify ROI. Go-to-market research firm, not independent academic. Result: 75% use at least one AI application (59% in 2025); clinical note-taking 68%; more than half of those quantifying ROI report 2x+. | Eliciting Insights (reported by Fierce Healthcare) | Healthcare & life sciences | Clinical documentation | Survey | 2026-03-24 | Source ↗ |
| Concentrix Q1 FY26: revenue $2.5B, margins compressQ1 FY26 results exhibit (8-K). Baseline for the later guidance cut: FY26 revenue guidance fell by about $110M at the low end by June. CEO said the company helps clients 'capture measurable value from AI'. Result: Revenue $2,500.4M (+1.9% constant currency); non-GAAP operating margin 11.8% vs 13.6%; FY26 guide $10.035B-$10.18B. | Concentrix | Telecom & media | Customer support | Filing | 2026-03-24 | Source ↗ |
| FPT: AI handles about 70% of common inquiries; productivity per employee 'tripled'VNA report via Bao Tay Ninh; company claim, no before/after cost or time figures and no stated baseline for the tripling. Useful as an example of an unmeasured headline claim. Result: ~70% of common inquiries handled by AI; labour productivity per employee 'tripled' (no baseline). | FPT Corporation (Vietnam) | Software & IT services | Customer support | Deployment | 2026-03-20 | Source ↗ |
| Canary hotel tech survey: 82% expect AI use to grow, benefits self-reportedVendor-reported: Canary Technologies survey of 400+ hotel technology buyers across North America, EMEA and APAC, run early 2026. Benefits cited (staff time, guest satisfaction, revenue) were self-reported, not quantified. secondary: Hotel Management article. Result: 82% expect growth in AI use within a year; 85% will put 5%+ of IT budget into AI; 71% see significant or transformative industry impact. | Canary Technologies | Travel & hospitality | – | Survey | 2026-03-20 | Source ↗ |
| Only 26% of boards discuss AI at every meetingThird annual Global Board Governance Survey, fielded Q4 2025 with 772 board members and C-suite executives. Firms reporting high AI ROI were far more likely to treat AI as a standing board item, and 95% of them were confident integrating AI in operations versus 33% of low-ROI firms. Result: 26% of boards discuss AI at every meeting; 63% of high-ROI firms vs 13% of low-ROI firms put it on every agenda. | Protiviti and BoardProspects | – | Regulatory affairs | Survey | 2026-03-18 | Source ↗ |
| Goldman Sachs 10,000 Small Businesses: 76% use AI, 93% of users report positive impactSurvey of 1,256 owners in the Goldman Sachs 10,000 Small Businesses programme (a programme alumni sample, not a random national sample), fielded 27 Jan to 4 Feb 2026. All figures are self-reported by owners. Result: 76% of small businesses use AI; 93% of users report positive impact; 84% cite efficiency. | Goldman Sachs 10,000 Small Businesses / Babson College / David Binder Research | – | – | Survey | 2026-03-17 | Source ↗ |
| Goldman Sachs survey: only 14% of small businesses fully integrate AI; skills and tools are the barrierAmong AI users, 50% cite data privacy and security, 49% lack of technical expertise and 48% difficulty choosing tools; 73% say they would benefit from training and resources to implement and evaluate AI. Self-reported, programme-participant sample (n=1,256). Result: 14% fully integrating AI into core operations; 49% lack technical expertise; 73% want training. | Goldman Sachs 10,000 Small Businesses / Babson College / David Binder Research | – | – | Survey | 2026-03-17 | Source ↗ |
| Goldman Sachs survey: 87% of small-business AI users say AI augments rather than displaces staffOwner perception, not measured workforce data. 67% expect revenue to rise from AI use (expectation, not realised result). Programme-participant sample, n=1,256. Result: 87% say AI augments employees; 67% expect increased revenue. | Goldman Sachs 10,000 Small Businesses / Babson College / David Binder Research | – | – | Survey | 2026-03-17 | Source ↗ |
| AMA survey trend: physician AI use 38% to 81%, use cases per doctor 1.1 to 2.3secondary: HCI Innovation Group report on the AMA 2026 survey. Adds the 2023 comparison and breadth of use (2.3 use cases per physician); 40% are equally excited and concerned. Self-reported. The AMA's own page gives 81% and ~1,700 respondents. Result: Use 38% (2023) to 81% (2026); average use cases 1.1 to 2.3. | American Medical Association (reported by HCI Innovation Group) | Healthcare & life sciences | Clinical documentation | Survey | 2026-03-15 | Source ↗ |
| Zalando: AI content is 90% of marketing output, campaign time cut from six weeks to daysCompany-reported in the FY2025 results release alongside revenue of EUR 12.3bn (+16.8%) and adjusted EBIT of EUR 591m (+15.6%). Link between AI and the profit line is not quantified. Result: AI product content 0% to 90% of output in a year; content output +70%; campaign creation six weeks to days. | Zalando | Retail & e-commerce | Marketing content | Deployment | 2026-03-12 | Source ↗ |
| Zalando: assistant at 6 million users, delivery promises +22 points, code changes +20%Company-reported, FY2025 results release (12 Mar 2026). Code-change count is an activity measure, not quality or cost. Result: Zalando Assistant 6 million users (4x); delivery-promise precision +22 percentage points; code changes up over 20% with about 3,000 tech staff on AI coding tools. | Zalando | Retail & e-commerce | Customer support | Deployment | 2026-03-12 | Source ↗ |
| AMA 2026 survey: 81% of physicians use AI professionally, up from 38% in 2023AMA Center for Digital Health and AI 2026 Physician Survey on Augmented Intelligence, nearly 1,700 physicians (fieldwork dates not stated on page). Top uses: research summaries 39%, discharge instructions/care plans/notes 30%, billing codes and visit notes 28%, chart summaries 28%, assistive diagnosis 17%. 70% see AI as a way to automate burnout-driving tasks. Self-reported usage, not measured outcomes. Result: 81% of ~1,700 surveyed physicians use AI professionally; 88% worry about skill loss; 85% want a say in adoption. | American Medical Association | Healthcare & life sciences | Clinical documentation | Survey | 2026-03-12 | Source ↗ |
| Wolters Kluwer: 62% of legal professionals report 6-20% weekly time savingsVendor-reported: Wolters Kluwer sells legal software. Sample size, geography and fieldwork are not stated on the page. Barriers cited: ethics and data privacy (39%), inadequate training (39%), resistance to change (35%). Result: 62% report 6-20% weekly time savings; 32% attribute an 11-20% revenue increase to AI; 92% use at least one AI tool. | Wolters Kluwer (Future Ready Lawyer 2026) | – | Contract review & drafting | Survey | 2026-03-04 | Source ↗ |
| Deloitte 2026 life sciences and health care: 28% moved 40%+ of experiments to productionSelf-reported sector cut of the Aug-Sep 2025 survey; no ROI figure given. Primary Deloitte PDF opened. Result: 28% moved 40%+ of AI experiments to production; 18% achieving revenue benefits; 89% have not redesigned jobs; only 15% rate talent preparedness high (LSHC n=378). | Deloitte AI Institute | Healthcare & life sciences | – | Survey | 2026-03 | Source ↗ |
| Four-country exec survey: 69% of firms use AI, UK Decision Maker Panel 71%, 89% report no productivity effect yetSelf-reported executive survey, VoxEU column read. Same underlying paper as P3-028/029; added here for the country split, the Bank of England panel detail and the hiring-slowdown finding. Column date not shown, month taken from the working-paper date (24 Mar 2026). Result: 5,000+ CFOs and executives, same questions Nov 2025-Jan 2026: AI use US 78%, UK 71%, Germany 65%, Australia 59% (about 69% overall); 89% of firms report no productivity impact in the last three years (average +0.29%); expect +1.4% productivity over three years; UK follow-up: about two-thirds of expected job reduction is fewer new hires, not layoffs. | Atlanta Fed; Bank of England DMP; Bundesbank; Macquarie University (via CEPR VoxEU) | – | – | Survey | 2026-03 | Source ↗ |
| NBER study of about 750 CFOs: manufacturing and construction see smaller AI productivity gains than financeWorking paper, not peer-reviewed. Manufacturing, construction and low-skill services show smaller positive gains than finance and high-skill services. No AI-driven employment effect in 2025; a 0.1% decline expected in 2026 in the sample. The gap between perceived and revenue-implied gains is framed as a 'productivity paradox'. Result: Mean AI-attributed labour productivity growth 1.8% in 2025, expected 3.0% in 2026; revenue-implied 0.6% and 1.8%; about 750 senior financial executives. | Baslandze et al. (NBER Working Paper 34984) | Manufacturing | – | Study | 2026-03 | Source ↗ |
| Charlotin database: over 1,000 court cases involving AI-hallucinated content by March 2026secondary: blog post summarising the public database; sanctions range from warnings to financial penalties to at least one suspension. Count depends on the database's own inclusion rules. Result: Over 600 cases in December 2025; over 1,000 by March 2026; about half involve self-represented litigants. | AI Hallucination Cases database (Damien Charlotin), reported by JL Ellis | Professional services | Contract review & drafting | Benchmark | 2026-03 | Source ↗ |
| RIETI: Japanese SME generative AI adoption measured from about 87,000 firms' cloud accounting paymentsBehavioural data rather than self-report: adoption rose sharply and in sync across industries in early 2023, and later differences track pre-existing digital infrastructure. The summary page gives no adoption percentages (RIETI Discussion Paper 26-J-018). Result: About 87,000 SMEs; payment records for generative AI services 2022 to 2025. | RIETI / Money Forward Institute of Economic Research (Konishi and Kubo) | – | – | Study | 2026-03 | Source ↗ |
| secondary: Block cuts more than 4,000 of 10,000-plus staff, citing intelligence toolssecondary: Fortune reporting on Block's shareholder letter. Quoted: 'A significantly smaller team, using the tools we're building, can do more and do it better.' Shares rose more than 20% premarket. Resulting headcount not stated in the article. Result: More than 4,000 of '10,000 plus' employees cut. | Block, Inc. | Software & IT services | – | Filing | 2026-02-27 | Source ↗ |
| ServiceNow says its agent resolves over 90% of targeted Level 1 IT ticketssecondary: The Register. Vendor self-reported in its own environment, tested by employees, with general availability only expected in the second half of 2026. Scope is password resets, unlocks, access and VPN issues; no durations or baseline given. Result: Over 90% of targeted Level 1 volume handled autonomously; resolution above 99% for those categories. | ServiceNow | Software & IT services | IT operations & service desk | Deployment | 2026-02-26 | Source ↗ |
| Gartner: 55% of supply chain leaders expect agentic AI to cut entry-level hiringGartner survey of 509 supply chain leaders worldwide, fielded July to October 2025, plus 15 interviews with Supply Chain Top 25 companies. Expectations, not measured headcount change. Result: 55% expect fewer entry-level hires; 51% expect overall workforce reductions; 86% say new talent-pipeline processes are needed; 509 leaders. | Gartner | Logistics & supply chain | – | Survey | 2026-02-25 | Source ↗ |
| Gartner: 55% of supply chain leaders expect agentic AI to cut entry-level hiringGartner survey of 509 supply chain leaders (July-Oct 2025) plus interviews with 15 Supply Chain Top 25 leaders. Expectation data, not realised headcount change. Result: 55% expect lower entry-level hiring; 51% expect overall workforce levels to shift downward; 86% say talent development needs new processes. | Gartner (supply chain practice) | Logistics & supply chain | Supply & demand planning | Survey | 2026-02-25 | Source ↗ |
| OUH ambient voice pilot logged 37.3% of outputs needing accuracy edits and 24 hallucinations in 398 usessecondary: HTN report of the pilot evaluation of Accurx Scribe, Tortus, Heidi and Lyrebird. 88% of clinicians had measurable time savings and the share spending 5 to 10 own hours on documentation fell from 24.2% to 2.2%, but edits were needed for 126 clinical-information errors, 43 spelling/grammar and 24 hallucinations. Useful counterweight to headline time-saving claims. Result: 37.3% of 398 logged uses needed accuracy edits; 24 hallucination edits; 44.4% of users saw a hallucination at least once. | Oxford University Hospitals NHS Foundation Trust (reported by HTN) | Healthcare & life sciences | Clinical documentation | Study | 2026-02-24 | Source ↗ |
| ECB supervisor: more than 85% of large euro-area banks use AISpeech by Pedro Machado, ECB Supervisory Board representative, citing ECB annual data collection on innovative technologies. Says use is spreading into IT operations, legal and document analysis and customer-facing tools, and that governance is uneven. Result: More than 85% of large banks under European supervision use AI in some form. | European Central Bank (Banking Supervision) | Banking & financial services | Regulatory affairs | Study | 2026-02-24 | Source ↗ |
| Oxford University Hospitals AVT pilot: nearly 90% report less documentation timeTrust's own announcement of a pilot of four ambient voice technology tools across inpatient and outpatient settings. 99.7% of patients consented. Self-reported time savings; sample size not stated on the page. Dictation quality rated excellent or good by almost 70%. Result: Nearly 90% report reduced documentation time; over half save 30+ minutes a day; 73% report improved wellbeing. | Oxford University Hospitals NHS Foundation Trust | Healthcare & life sciences | Clinical documentation | Deployment | 2026-02-23 | Source ↗ |
| Telstra half-year: AI claimed to speed software releases about 20%secondary: trade article on Telstra's results; company-reported, no baseline or method. Results themselves not opened. Result: Software production and release schedules about 20% faster; 380 internal AI use cases; agents deployed for multi-step tasks; over 75% of staff with AI tools use them weekly (half-year to 31 Dec 2025). | Telstra (reported by CFOtech Australia) | Telecom & media | Software engineering | Filing | 2026-02-20 | Source ↗ |
| Telstra half-year: AI virtual assistant nearly triples customer self-resolutionsecondary and company-reported; no baseline percentage given for the tripling. Result: AI Virtual Assistant (launched Nov 2025) nearly tripled the share of customers resolving enquiries themselves; 86% of consumer service interactions completed through digital self-service. | Telstra (reported by CFOtech Australia) | Telecom & media | Customer support | Filing | 2026-02-20 | Source ↗ |
| Telstra half-year: 2356 roles cut, labour costs down 9%, CEO cannot name a role AI replacedsecondary: company results as reported by one trade outlet; cost fall is real but attribution to AI is not shown. One date inconsistency in the article (Data and AI Academy completions). Result: 2,356 roles cut in calendar 2025, headcount down over 7% to just over 29,000; underlying labour costs -9% (A$181M); underlying operating expenses -A$179M (2.4%); profit +8.1% to A$1.2bn; smaller workforce linked to AI by 2030 with no number; CEO said she could not point to a specific role AI directly replaced; Telstra denies AI drove a 550-role cut announced July 2025. | Telstra (reported by CFOtech Australia) | Telecom & media | – | Filing | 2026-02-20 | Source ↗ |
| State Bank of Vietnam drafts AI rules: customer notice, human review of complaintssecondary: Asia News Network report on a draft SBV circular. Banks would have to tell customers before using chatbots or virtual assistants, disclose AI-generated content, avoid exploiting vulnerable customers and assign humans to review AI-decision complaints. Draft status; final text not checked. Result: Existing AI systems have until September 2027 to comply. | State Bank of Vietnam (reported by Asia News Network) | Banking & financial services | Regulatory affairs | Filing | 2026-02-20 | Source ↗ |
| Walmart: about 60% of US stores receive freight from automated distribution centressecondary: CIO Dive report of the earnings call; self-reported. The article presents this as automation rather than AI and gives no dollar or percentage contribution to results. Result: About 60% of stores receive some freight from automated DCs; about half of US e-commerce fulfilment volume automated; AI in associate app reaches 1.5 million workers. | Walmart (Q4 FY2026 earnings call, CFO John David Rainey) | Retail & e-commerce | Logistics & dispatch | Filing | 2026-02-19 | Source ↗ |
| Booking Holdings: customer-service cost per booking down about 10% with generative AICompany-reported by CFO Ewout Steenbergen on the Q4 2025 earnings call. secondary: CFO Dive (19 Feb 2026); contact volumes and AI share of contacts not reported. Result: Customer-service cost per reservation down about 10% year on year while bookings rose about 10%. | Booking Holdings | Travel & hospitality | Customer support | Deployment | 2026-02-18 | Source ↗ |
| Gartner via SaaStr: software spend +14.7% in 2026, with a 'price increase tax'secondary: Blog restating a Gartner forecast dated 3 Feb 2026 (Gartner original not opened). The 9% price-rise figure and the view that much growth is reallocation are the blog author's reading. Renewals increasingly bundle AI features at higher prices. Result: Software spend $1.4T, +14.7% in 2026; GenAI model spend +80.8%; about 9% of IT budgets absorb price rises on existing software. | Gartner (as reported by SaaStr) | Software & IT services | Procurement | Study | 2026-02-16 | Source ↗ |
| McKinsey/EDB/Tech in Asia: 46% of ASEAN firms scaling AI but 60% see under 5% EBIT impactPrimary-page figures from EDB site and Straits Times coverage: 330 senior leaders, survey July-Aug 2025. Replaces the draft figure of 67% under 5% EBIT and an '8% full-scale' number, neither of which appears in the primary sources checked. Executive survey, self-reported. Result: 46% past pilots to scaling (35% global); 60% report <5% EBIT impact; a further 18% report no financial impact. | McKinsey & Company / Singapore EDB / Tech in Asia | – | – | Survey | 2026-02-11 | Source ↗ |
| BNY: 134 digital employees alongside ~48100 staff and 10-hour trainingsecondary: InvestmentNews citing CNBC interview; headcount and spend figures attributed 'reportedly'. Goldman analyst EPS estimate not company data. Result: 134 AI 'digital employees' alongside ~48,100 staff; nearly all staff completed 10-hour AI training; headcount down from ~53,400 in 2023. | BNY (reported by InvestmentNews) | Banking & financial services | – | Deployment | 2026-02-09 | Source ↗ |
| Goldman Sachs: Claude-based agents for trade accounting and client onboardingsecondary: InvestmentNews citing CNBC interview with CIO; 'reportedly' for the six-month detail; no metric. Result: ~6 months of agent development with Anthropic engineers; no measured result published; CIO called direct job cuts 'premature'. | Goldman Sachs (reported by InvestmentNews) | Banking & financial services | KYC, AML & compliance | Deployment | 2026-02-09 | Source ↗ |
| DBS: S$1bn AI economic value in 2025 measured against control groupssecondary: trade report of DBS Q4 2025 results briefing; company-reported, partly control-group based. DBS Annual Report 2025 CEO letter (opened, no publication date shown, so not used as the row date) states about S$1bn from 2,000+ models, 430+ use cases and a coding assistant cutting data scientists' coding time by up to 20% on certain tasks. Result: AI initiatives generated S$1bn economic value in 2025, up a third from S$750M in 2024; derived by comparing customers offered AI-driven solutions with a control group; CEO credits contextual nudges and automated engagement for record deposits, wealth and fee income. | DBS Bank (reported by FCC Singapore) | Banking & financial services | – | Deployment | 2026-02-09 | Source ↗ |
| DBS: about 4000 contract roles to go by attrition while over 60% of staff use DBS GPTsecondary and company-stated; no total headcount or cost-income ratio in the source. Annual report says DBS-GPT helps two-thirds of employees. Result: About 4,000 contract and temporary roles to be cut over a few years through natural attrition (stated early 2025); over 60% of staff actively use in-house DBS GPT; CEO: aim is to move staff into higher-order roles. | DBS Bank (reported by FCC Singapore) | Banking & financial services | – | Deployment | 2026-02-09 | Source ↗ |
| DWP Copilot evaluation: 19 minutes a day saved versus a non-user comparison groupsecondary: Computing article; survey-based comparison, self-reported, no time logs; the government report was not opened. A separate DBT trial reportedly found time saved did not always become productivity. Result: Six-month evaluation Oct 2024-Mar 2025: 1,716 Copilot users vs 2,535 non-users, net 19 minutes per person per day saved, mainly search, email drafting and summarising; 73% say output quality improved. | UK Department for Work and Pensions (reported by Computing) | Public sector | – | Study | 2026-02-05 | Source ↗ |
| Nuffield Trust (NIHR RSET) review: ambient voice studies measure time saved, rarely outcomes or costPhase 1 of the NHS ambient voice technology evaluation. Finds studies consistently show reduced note-writing time but rarely measure patient experience, safety, retention or system capacity; measurement is inconsistent and system-level costs assessed in only a handful of studies. Flags a possible early rise in documentation time because transcripts must be checked. A multi-site real-world evaluation follows. Result: Evidence review; no numerical results reported. | Nuffield Trust / NIHR RSET | Healthcare & life sciences | Clinical documentation | Study | 2026-02-04 | Source ↗ |
| Salesforce State of Sales: 87% of sales organisations use AI, 54% of sellers have used agentsVendor-reported: Salesforce State of Sales survey of 4,050 sales professionals in 22 countries, fielded Aug-Sept 2025, no third-party fieldwork firm named. Respondents expect agents to cut prospect research time 34% and email drafting time 36% once fully implemented (expectations, not measured results). Result: 87% of sales organisations use AI; 54% of sellers have used AI agents; top performers 1.7x more likely to use prospecting agents. | Salesforce | – | Sales operations & forecasting | Survey | 2026-02-03 | Source ↗ |
| Salesforce's own sales agents: 130,000 leads contacted, 3,200 opportunities in four monthsVendor self-reported example inside the State of Sales announcement. No win-rate, revenue or cost comparison with human SDRs is given, so it shows activity and pipeline creation only. Result: 130,000 leads contacted; 3,200 opportunities created over four months. | Salesforce | Software & IT services | Prospecting & outreach | Deployment | 2026-02-03 | Source ↗ |
| ECB SAFE survey: 35% of euro-area SMEs do not use AI versus 13% of large firmsFieldwork 19 Nov to 15 Dec 2025. The share making significant use is similar for SMEs and large firms, so the gap is in experimentation and moderate use. Result: 35% of SMEs no AI use vs 13% of large firms. | European Central Bank (Survey on the Access to Finance of Enterprises) | – | – | Survey | 2026-02-02 | Source ↗ |
| Deloitte 2026 energy/resources/industrials: 26% moved 40%+ of experiments to productionSelf-reported sector cut of the same Aug-Sep 2025 survey. Report gives no quantified ROI. Primary Deloitte PDF opened. Result: 26% moved 40%+ of AI experiments to production; 17% achieving AI-driven revenue growth; only 20% of workers with access use AI daily more than 60% of the time; 84% have not redesigned jobs (ER&I n=591). | Deloitte AI Institute | Energy & utilities | – | Survey | 2026-02 | Source ↗ |
| Careerminds survey: 35.6% of employers rehired over half of roles cut for AIsecondary: reported by People Matters; vendor survey of an outplacement firm; Robert Half cited ~32% of US hiring managers refilled AI-cut roles. Result: 35.6% of employers had rehired more than half of roles eliminated due to AI; 52% of rehires within six months (survey of 600 HR professionals Feb 2026). | Careerminds (reported by People Matters) | – | Recruiting | Survey | 2026-02 | Source ↗ |
| NBER RCT: generative AI closed about three-quarters of the education-based performance gapOnline workplace-style task experiment, not a firm field study; gap partly reappeared in follow-up task without AI (NBER w34851, revised May 2026). Result: Education gap 0.548 SD in control fell to 0.139 SD with AI; 1,174 adults aged 25-45. | NBER (Cruces Fernandez Meijide Galiani Galvez Lombardi) | – | Learning & performance | Study | 2026-02 | Source ↗ |
| MASAI trial (Lancet): AI-supported mammography cuts interval cancers 12% in 100,000 womensecondary: ecancer report of full randomised results: 53,043 women AI-supported vs 52,872 standard double reading, four Swedish sites. The 44% radiologist-workload reduction comes from the earlier interim analysis. Strong RCT evidence from a public screening programme. Result: Interval cancers 1.55 vs 1.76 per 1,000 (-12%); aggressive-subtype cancers -27%; reading workload -44% (interim). | MASAI trial, Sweden (The Lancet), reported by ecancer | Healthcare & life sciences | – | Study | 2026-01-30 | Source ↗ |
| NYC MyCity business chatbot told owners to break the law and was shut downsecondary: The Markup investigative report. Launched fall 2023 on Microsoft cloud; wrongly suggested landlords could discriminate against Section 8 tenants and that refusing cash payment was fine. Mayor called it 'functionally unusable'. No usage numbers published. Result: Mayor said bot cost around half a million dollars; foundations reportedly nearly $600,000; city took it down in February 2026 ('beta test has ended'). | City of New York | Public sector | Citizen services & permits | Incident | 2026-01-30 | Source ↗ |
| Lloyds Banking Group: about GBP 50m of GenAI value in 2025, over GBP 100m targeted for 2026secondary: The Asian Banker reporting Lloyds' results release. Over 50 GenAI solutions deployed; Athena used by about 20,000 staff; GitHub Copilot used by about 5,000 engineers. Company-reported figures; method of valuing 'value' not shown. Result: About GBP 50 million of GenAI value in 2025; more than GBP 100 million additional expected in 2026; internal search time cut 66%; HR assistant resolves around 90% of queries first contact. | Lloyds Banking Group | Banking & financial services | – | Deployment | 2026-01-29 | Source ↗ |
| Ping An Life: 93% of auto-reviewed claims reach a liability decision within 60 secondssecondary: aggregator (Tiger Brokers news feed) relaying Ping An's 2025 claims report; company-reported. Review engine uses the DeepSeek model per the report. Result: 93% of automatically reviewed claims accurate within 60 seconds; claim approval rate 99.2%; 41.51 billion yuan paid; fastest claim 8 seconds. | Ping An Life | Insurance | Insurance claims | Deployment | 2026-01-29 | Source ↗ |
| UK DSIT AI adoption research: 16% of businesses use AI, micro 14% vs large 36%Primary gov.uk page opened. Self-reported by the technology lead; excludes shadow AI; fieldwork is 2025 so older than the date suggests. Result: 16% of UK private-sector businesses with 5+ employees use AI (large 36%, mid-sized 23%, micro 14%); 3,500 phone interviews, fieldwork 12 Feb-2 May 2025, plus 100 qualitative interviews. | UK DSIT and DBT (IFF Research and Technopolis) | – | – | Survey | 2026-01-28 | Source ↗ |
| UK DSIT: users report productivity gains but 77% see no revenue change; 60% cite skills gapPrimary page opened. All impact figures are self-reported by businesses (the report itself calls them estimates). Result: Among 700 AI-using businesses: 75% report improved workforce productivity, 34% lower operating costs, 10% no impact so far; revenue 77% no change and 12% increase; barriers: no identified need 71%, limited AI skills 60%, tools 48%, integration 29%. | UK DSIT and DBT (IFF Research and Technopolis) | – | Learning & performance | Survey | 2026-01-28 | Source ↗ |
| UPS: $3.5bn saved by end-2025, up to 30,000 operational positions cut in 2026secondary: Supply Chain 24/7 report of UPS announcements; figures are company-reported and the workforce cut is described by an analyst as not necessarily mass layoffs. Automation, not AI alone, drives the savings. Result: $3.5bn savings from network reconfiguration and Efficiency Reimagined; 195 operations and 93 buildings closed; up to 30,000 operational positions to go in 2026; 2026 savings target $3bn. | UPS (Q4 2025 results, reported by Supply Chain 24/7) | Logistics & supply chain | Logistics & dispatch | Filing | 2026-01-28 | Source ↗ |
| Aramco CEO: technology realised value of $3-5bn expected in 2025 versus $6bn across 2023-2024secondary: Bloomberg report of CEO remarks; self-reported by Aramco. Figure is 'technology realised value' (headline frames it as AI-linked), a range rather than a booked number. Publication date taken from the article URL and Davos caption, not stated in the text. Result: $3bn to $5bn technology realised value expected for 2025; $6bn combined for 2023 and 2024. | Saudi Aramco (CEO Amin Nasser at Davos, reported by Bloomberg) | Energy & utilities | – | Deployment | 2026-01-20 | Source ↗ |
| PwC Global CEO Survey 2026: 56% report no significant AI financial benefitSelf-reported CEO survey by an advisory firm that sells AI services. Primary PwC release opened. Result: 56% of CEOs report no significant financial benefit from AI yet; 33% gains in either cost or revenue; 12% both (n=4,454 CEOs, 95 countries and territories). | PwC | – | – | Survey | 2026-01-19 | Source ↗ |
| PwC 2026: embedded AI and strong foundations separate winnersSelf-reported survey; correlation not causation. Primary PwC release opened. Result: CEOs reporting both cost and revenue gains are 2-3x more likely to have embedded AI extensively; those with strong AI foundations (e.g. Responsible AI frameworks) are 3x more likely to report meaningful returns (n=4,454). | PwC | – | – | Survey | 2026-01-19 | Source ↗ |
| PwC analysis: broad AI use linked to ~4 points higher marginsPwC's own analysis; method not given in the release so causality is unproven. Primary PwC release opened. Result: Companies applying AI widely across products, services and customer experience had nearly 4 percentage points higher profit margins (PwC separate analysis). | PwC | – | – | Study | 2026-01-19 | Source ↗ |
| ASEAN+ CIOs plan higher AI investmentLenovo CIO Playbook 2026 with IDC insights as reported by Context.ph. Sample size and fieldwork dates not stated. Result: 96% planning to increase AI investment by an average of 15% in 2026; 88% expect positive ROI; two-thirds piloting or systematically adopting AI across functions. | Lenovo CIO Playbook 2026 with IDC | – | – | Survey | 2026-01-17 | Source ↗ |
| Unilever Hefei: forecasting accuracy up 39%, operating costs down 24% with 65% AI-driven use casesOne of the few Lighthouse entries that states the AI share of use cases. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Forecasting accuracy +39%; lead times -75%; operating costs -24%; 31 use cases, 65% AI or GenAI-driven. | Unilever / World Economic Forum Global Lighthouse Network | Manufacturing | Supply & demand planning | Case study | 2026-01-15 | Source ↗ |
| Ford Otosan Yenikoy: production volume doubled with labour productivity up 44%Productivity category. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Production volume +100%; complexity up twelve-fold; labour productivity +44%; quality +6%. | Ford Otosan / World Economic Forum Global Lighthouse Network | Manufacturing | – | Case study | 2026-01-15 | Source ↗ |
| Faurecia Yancheng: customer complaints down 94%, scrap costs down 75.8%Productivity category. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Customer complaints -94%; related costs -62.5%; scrap costs -75.8%; OEE +10.2%. | Faurecia Automotive Systems / World Economic Forum Global Lighthouse Network | Manufacturing | Quality inspection & maintenance | Case study | 2026-01-15 | Source ↗ |
| Siemens Numerical Control Nanjing: lead time down 78%, field failures down 46%Productivity category. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Lead time -78% (45 days to 10); time-to-market -33%; field failures -46%; productivity +14%. | Siemens / World Economic Forum Global Lighthouse Network | Manufacturing | Quality inspection & maintenance | Case study | 2026-01-15 | Source ↗ |
| Midea Kitchen & Bath Wuhu: delivery lead time down 39%, inventory days down 30%Supply Chain Resilience category. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Delivery lead time -39%; inventory days -30%; market defect rate -86%; 113 digital use cases, 35% AI-driven. | Midea Kitchen & Bath / World Economic Forum Global Lighthouse Network | Manufacturing | Supply & demand planning | Case study | 2026-01-15 | Source ↗ |
| Schneider Electric Wuhan: onboarding cut from 75 to 15 days; only 20% of workforce initially automation-skilledTalent category. Shows the workforce side of an automation programme: upskilling and retention alongside output. Self-reported by the sites to the World Economic Forum, not independently verified; the programme covers digital and AI technologies together, so gains are not attributable to AI alone. Result: Onboarding 75 to 15 days; 56% of employees upskilled; technician turnover -42% over five years; automation +55%. | Schneider Electric / World Economic Forum Global Lighthouse Network | Manufacturing | Learning & performance | Case study | 2026-01-15 | Source ↗ |
| WEF Lumina: 94% of successful factory transformations combine several technology domainsNetwork-level synthesis of 220+ Lighthouse sites in 30+ countries and eight years of data. The 16% outperformance is the Forum's characterisation of a self-selected, WEF-recognised sample, not a controlled comparison. Result: 94% of successful transformations combine multiple technology domains; sites pairing technology with workforce and sustainability outperform peers by an average of 16% or more. | World Economic Forum Global Lighthouse Network (Lumina) | Manufacturing | – | Benchmark | 2026-01-15 | Source ↗ |
| Zurich underwriting operations with Interloom: case triage 42% faster (vendor customer story)Vendor customer story on Interloom's own site; no baseline, period, sample or method disclosed and no independent verification found. Include only as an example of how thin vendor claims can be next to the Cytora deployment. Result: Vendor-reported: case triage 42% faster; workflow updates ~3x more per quarter. | Zurich Insurance / Interloom | Insurance | Underwriting | Case study | 2026-01-15 | Source ↗ |
| secondary: Gartner stock down 47.9% in 2025 on AI concernssecondary: Motley Fool commentary; AI concerns are the author's and investors', not a company statement. Result: Stock fell 47.9% in 2025; revenue up 2.7% last quarter; contract value growth single digit. | Gartner | Professional services | Research & knowledge work | Filing | 2026-01-15 | Source ↗ |
| In-house legal: 52% use or evaluate AI for contracts, up almost fourfold since 2024Vendor-reported: survey of 452 in-house legal professionals (fieldwork December 2025), published by a contract-review software vendor; as reported by Artificial Lawyer. 87% expect AI to help with pre-signature review. Result: 52% using or evaluating contract AI; 79% report less time on routine tasks; 67% faster business response. | LegalOn Technologies and In-House Connect | – | Contract review & drafting | Survey | 2026-01-12 | Source ↗ |
| Contract review still takes 3.1 hours per contract; 78% would delegate first pass to an agentVendor-reported survey of 452 in-house legal professionals (December 2025). Only a small minority have fully comprehensive playbooks, which limits how far automation can go. Stated comfort is attitude, not measured results. Result: 3.1 hours average per contract; 78% comfortable with agent first-pass review under attorney supervision; 80% exploring agents. | LegalOn Technologies and In-House Connect | – | Contract review & drafting | Survey | 2026-01-12 | Source ↗ |
| Equinor: AI generated about $130m in value in 2025, over $330m since 2020Self-reported by Equinor, no independent verification and no baseline stated; value is for Equinor and its partners. Includes $12m saved by AI-found solution on Johan Sverdrup phase 3 and tenfold seismic interpretation capacity (2 million km2 in 2025). Result: About $130m value or savings in 2025; over $330m since 2020; 100+ new AI use cases identified. | Equinor | Energy & utilities | Quality inspection & maintenance | Deployment | 2026-01-07 | Source ↗ |
| Equinor predictive maintenance: about $120m of value since 2020 across 700+ rotating machinesSelf-reported by Equinor, no baseline or method for the value calculation given. A rare multi-year, per-use-case figure from a large energy operator. Result: About $120m value since 2020; 700+ rotating machines monitored with 24,000 sensors. | Equinor | Energy & utilities | Quality inspection & maintenance | Deployment | 2026-01-07 | Source ↗ |
| Deloitte State of AI 2026: 25% moved 40%+ of experiments to productionSelf-reported survey. The PDF states n=3,235 in text but N=3,325 in one figure; efficiency and cost percentages were hard to map to chart labels (extraction caveat). Primary Deloitte PDF opened. Result: 25% of respondents have moved 40% or more of AI experiments into production; 66% report efficiency gains, 40% cost reduction, 20% revenue growth; 37% have little or no process change (n=3,235 director to C-suite; 24 countries; fielded Aug-Sep 2025). | Deloitte AI Institute | – | – | Survey | 2026-01 | Source ↗ |
| Deloitte 2026: skills are top barrier; 84% have not redesigned jobsSelf-reported survey. Primary Deloitte PDF opened. Result: 84% have not redesigned jobs around AI; 53% respond mainly by educating the workforce; worker access to sanctioned tools ~60% but under 60% of those with access use AI in daily workflow (n=3,235). | Deloitte AI Institute | – | Learning & performance | Survey | 2026-01 | Source ↗ |
| Deloitte 2026: only 21% have mature governance for autonomous agentsSelf-reported survey. Primary Deloitte PDF opened. Result: 21% report a mature governance model for autonomous agents; 74% plan at least moderate agentic AI use within two years vs 23% today (n=3,235). | Deloitte AI Institute | – | – | Survey | 2026-01 | Source ↗ |
| Citigroup: 9% productivity lift in coding teamssecondary: CeFPro reporting conference remarks by Citi's incoming CFO; baseline and period not given; self-reported. Result: 9% productivity lift in coding teams (company-stated). | Citigroup (reported by CeFPro) | Banking & financial services | Software engineering | Deployment | 2025-12-17 | Source ↗ |
| US banks: flat headcount at Wells Fargo and PNC; JPMorgan forecasts 40-50% ops efficiencysecondary: CeFPro on conference remarks, not earnings filings; JPMorgan 40-50% is a projection and 'productivity doubled' claim had unclear units. Result: JPMorgan ops specialists could see 40-50% efficiency gains (forecast); Wells Fargo no headcount reduction; PNC headcount flat vs a decade ago while bank ~tripled. | JPMorgan; Wells Fargo; PNC (reported by CeFPro) | Banking & financial services | – | Deployment | 2025-12-17 | Source ↗ |
| OECD (G7 request): SME AI adoption lags larger firms and the gap persistsOnly the abstract page was opened; the full PDF could not be fetched, so no country figures were verified. Treat as a pointer to the primary report, not a statistic source. Result: Qualitative: SME AI adoption is low versus other digital technologies and versus large firms; four enablers named: connectivity; data, algorithms and compute; skills; finance; proposes a taxonomy of SME adopters from G7 case studies. | OECD | – | – | Study | 2025-12-09 | Source ↗ |
| Menlo Ventures: enterprise generative AI spend $37B, 76% bought not builtVendor-investor report (an investor in AI companies). Buying beat building decisively. Reported enterprise LLM API share: Anthropic about 40%, OpenAI about 27%, Google about 21%. Anthropic is a Menlo portfolio company, so treat share figures with care. Result: About $37B in 2025 vs $11.5B in 2024 (3.2x); 76% of use cases bought (2024: 53% bought, 47% built); coding $4.0B. | Menlo Ventures | – | – | Survey | 2025-12-09 | Source ↗ |
| FINRA 2026 oversight report: generative AI use cases multiply and AI agents flagged as a new risksecondary: law-firm summary (Debevoise, 12 Dec 2025) of FINRA's 2026 Annual Regulatory Oversight Report. Lists agent risks including autonomy and scope creep, auditability and sensitive data handling; expects human-in-the-loop review and logs. Result: GenAI use cases listed rose from 3 in the 2025 report to about a dozen more in 2026. | FINRA | Banking & financial services | Regulatory affairs | Study | 2025-12-09 | Source ↗ |
| Wells Fargo CEO: gen AI makes engineers '30% to 35% more efficient' but coder headcount not cutsecondary: MarketScreener summary of CEO Charlie Scharf at a Goldman Sachs conference. Management statement, not an audited measure; he said the bank has not reduced coder numbers and AI will roll out gradually. Result: Engineers '30% to 35% more efficient' at writing code; a little over 210,000 employees at 30 September 2025 vs 275,000 in 2019. | Wells Fargo (reported by MarketScreener) | Banking & financial services | Software engineering | Deployment | 2025-12-09 | Source ↗ |
| Gong: frequent AI users generate 77% more revenue per seller (correlation)Vendor-reported: Gong State of Revenue AI survey of 3,048 revenue leaders (US, UK, Germany, Australia) plus analysis of 7.1 million opportunities from 3,613 Gong customers. The report itself says this is a comparison, not proven causation. Publication date taken from secondary coverage (getcoai, 4 Dec 2025); the PDF is undated. Result: Frequent AI users 77% more revenue than non-users; reps at or above quota fell from 52% to 46%. | Gong Labs | – | Sales operations & forecasting | Survey | 2025-12-04 | Source ↗ |
| Gong: core-strategy AI teams grow 31% faster than pilot-stage teams; 59% use shadow AIVendor-reported, same Gong dataset (3,048 leaders; 7.1M opportunities). Self-selected Gong customers; US revenue growth averaged 16% in 2025, down 3 points. 28% of leaders expect job eliminations versus 43% expecting jobs to transform without headcount cuts. Date from secondary coverage. Result: Core-strategy AI users 31% higher revenue growth and 65% more likely to raise win rates than limited pilots; 59% of teams use personal AI tools. | Gong Labs | – | Sales operations & forecasting | Benchmark | 2025-12-04 | Source ↗ |
| Stepped-wedge trial: ambient AI cuts note time 0.36 hours a dayRandomised pragmatic trial; date inferred from citation NEJM AI 2025;2(12). Secondary summary by Consultant360; work-outside-work result not robust to outliers. Result: Time on notes -0.36 hours/day (95% CI -0.55 to -0.17); work exhaustion -0.44 points on 5-point scale; 66 practitioners; 71,487 notes. | NEJM AI (Afshar et al.) | Healthcare & life sciences | Clinical documentation | Study | 2025-12 | Source ↗ |
| UCLA RCT in NEJM AI: AI scribes cut note time up to 9.5% and burnout ~7%Randomised trial; press release summary opened (not the paper). Gains are modest, effect on burnout needs confirmation per release. Result: Nabla arm note-writing time fell 41 seconds (4:30 to 3:49), 9.5% more than control; DAX not significant; burnout scores ~7% better in both arms (238 physicians, 72,000 encounters). | UCLA Health (NEJM AI) | Healthcare & life sciences | Clinical documentation | Study | 2025-11-26 | Source ↗ |
| secondary: HP to cut 4,000 to 6,000 jobs by fiscal 2028 to target $1 billion savingssecondary: Reuters-based report of HP's fiscal Q4 announcement. CEO Enrique Lores quoted: 'We expect this initiative will create $1 billion in gross run rate savings over three years.' Affected teams: product development, internal operations, customer support. Restructuring charge amount not stated in the article. Result: 4,000 to 6,000 jobs by FY2028; $1 billion gross run rate savings over three years. | HP Inc. | Software & IT services | – | Filing | 2025-11-25 | Source ↗ |
| Finance AI adoption plateaus at 59% and 91% see low or moderate impactGartner AI in Finance Survey of 183 CFOs and senior finance leaders, fielded May-June 2025. Growth has stalled after the 2023-24 jump; data quality and data literacy are the biggest obstacles and 25% are unsure how to move from planning to piloting. More mature adopters are nearly three times as likely to report high impact. Result: 59% of finance functions use AI (58% in 2024, 37% in 2023); 91% report low or moderate initial impact. | Gartner (finance practice) | – | Planning & forecasting | Survey | 2025-11-18 | Source ↗ |
| Accounts payable automation is the second most adopted finance AI use caseSame Gartner survey of 183 finance leaders (May-June 2025). Only three use cases pass one-third adoption among AI-using finance functions; code generation ranks highest for impact despite low adoption. A prioritisation signal for firms choosing a first finance use case. Result: AP process automation used by 37% of finance AI adopters; knowledge management 49%; error and anomaly detection 34%. | Gartner (finance practice) | – | Payables & invoicing | Survey | 2025-11-18 | Source ↗ |
| Korea Chamber of Commerce: 82.3% of Korean manufacturers do not use AI; 4.2% of SMEs dosecondary: Korea JoongAng Daily reporting a KCCI survey of 504 manufacturers. 73.6% say AI investment strains budgets. Result: 82.3% not using AI; 49.2% of large firms vs 4.2% of small and mid-sized firms. | Korea Chamber of Commerce and Industry (KCCI) | Manufacturing | – | Survey | 2025-11-18 | Source ↗ |
| KCCI: 80.7% of Korean manufacturers have no dedicated AI talent and 60.6% expect minimal performance effectsecondary: Korea JoongAng Daily reporting a KCCI survey of 504 manufacturers. Expectation data, not measured outcomes. Result: 80.7% no AI talent; 60.6% expect minimal effect; 14.5% plan to retrain staff, 3.4% to hire. | Korea Chamber of Commerce and Industry (KCCI) | Manufacturing | – | Survey | 2025-11-18 | Source ↗ |
| Microsoft Research Copilot field experiment: 80% of treated users saved two hours a week on email, no task-mix changevendor-reported: Microsoft product, partly Microsoft authors. Date is arXiv v4. Result: 66 firms and 7,137 knowledge workers; two fewer hours on email per week in second half of 6-month trial; no detectable shift in task quantity or composition. | Microsoft Research and Harvard Business School (Dillon Jaffe Immorlica Stanton) | – | Learning & performance | Study | 2025-11-17 | Source ↗ |
| EY India survey: 47% of enterprises have multiple GenAI use cases live, only 10% scaling across the businessSurvey of over 200 Indian enterprise leaders. The page gives no measured ROI; 76% expect significant impact (expectation). Result: 47% multiple use cases live; 10% scaling; 23% early or pilot; 47% say over 10% of proofs of concept reached production. | EY India (AIdea of India survey) | – | – | Survey | 2025-11-16 | Source ↗ |
| Xero research: 44% of small firms use AI weekly but most say losing it would not affect operationssecondary: CFOtech Australia reporting Xero research; vendor-reported, methodology and fieldwork dates not disclosed. Daily AI users are more than twice as likely to report growth as non-users (correlation). Result: 1,100 small businesses; about 44% weekly AI use; one in five report revenue increase. | Xero (small business AI research, Australia, UK, US) | – | – | Survey | 2025-11-13 | Source ↗ |
| MAS consults on AI Risk Management Guidelines for all Singapore financial institutionssecondary: Mondo Visione republication of the MAS consultation release. Proposes AI inventories, materiality assessment of each AI use, lifecycle controls and board oversight, covering generative AI and AI agents; builds on MAS's 2024 thematic review of major banks. Result: Comments due 31 January 2026. | Monetary Authority of Singapore | Banking & financial services | Regulatory affairs | Filing | 2025-11-13 | Source ↗ |
| Rakuten Q3 FY2025: internal AI token usage up 17x, no efficiency gain quantifiedvendor-reported: company results coverage. The page quantifies usage but gives no AI-driven cost or revenue gain; useful example of adoption metrics standing in for P&L impact. Result: Token usage 17x YoY; 30% of usage for software development; 23,000 merchants monthly use AI tools. | Rakuten Group | Telecom & media | Software engineering | Filing | 2025-11-13 | Source ↗ |
| e-Conomy SEA 2025: over 30% of H1 2025 private funding in Southeast Asia went to AIRegional digital economy GMV on track for over $300bn in 2025. Funding is an input metric, not evidence of realised business value. Result: More than $2.3bn into over 680 AI startups in 12 months; AI above 30% of H1 2025 private funding; Singapore $1.31bn. | Google, Temasek and Bain & Company (e-Conomy SEA 2025) | – | – | Benchmark | 2025-11-11 | Source ↗ |
| e-Conomy SEA 2025: 79% of Southeast Asian workers say they have learned to use AISelf-reported worker survey; the press release does not give sample size. Result: 79% of workers learned to use AI; 43% use it both personally and professionally. | Google, Temasek and Bain & Company (e-Conomy SEA 2025) | – | Learning & performance | Survey | 2025-11-11 | Source ↗ |
| McKinsey State of AI 2025: 39% see any EBIT impactSelf-reported survey by McKinsey of its respondent panel; primary page opened. Result: 39% of respondents attribute any enterprise EBIT impact to AI; most of those say under 5% of EBIT (n=1,993 in 105 nations; fielded Jun 25-Jul 29 2025). | McKinsey & Company | – | – | Survey | 2025-11-05 | Source ↗ |
| McKinsey: AI high performers are 6% and redesign workflowsSelf-reported survey; McKinsey calls workflow redesign one of the strongest contributors to impact among factors tested. Primary page opened. Result: ~6% are AI high performers (5%+ of EBIT from AI); they are nearly 3x as likely to have fundamentally redesigned individual workflows (n=1,993). | McKinsey & Company | – | – | Survey | 2025-11-05 | Source ↗ |
| McKinsey: nearly two-thirds have not begun scaling AISelf-reported survey; page gives no exact percentage for 'scaling'. Primary page opened. Result: Nearly two-thirds of respondents say their organisation has not begun scaling AI enterprise-wide; about one-third have begun (n=1,993). | McKinsey & Company | – | – | Survey | 2025-11-05 | Source ↗ |
| McKinsey: agents scaling in 23% of firms but under 10% in any functionSelf-reported survey. Primary page opened. Result: 23% scaling an agentic AI system somewhere; 39% experimenting; no more than 10% scaling agents in any single function (n=1,993). | McKinsey & Company | – | – | Survey | 2025-11-05 | Source ↗ |
| John Deere See & Spray: nearly 50% less herbicide across 5 million acres in 2025secondary: CropLife copy of the Deere release; vendor-reported for the 2025 season, with the yield figure attributed to seven-state third-party trials (Beck's 2024 study). Technology fee $5 per in-crop acre under a savings guarantee. No farm-level profit figure given. Release date taken from the Deere news headline in search results. Result: Nearly 50% average cut in non-residual herbicide mix; nearly 31 million gallons saved; 5+ million acres; soybean yield +2 bu/acre on average in third-party trials. | John Deere | – | – | Deployment | 2025-11-04 | Source ↗ |
| OECD: skills, not cost, are the main barrier to generative AI in SMEsPolicy survey, no P&L outcome data. Among non-users the top reasons are "not suited to our work" (57%), copyright (54%) and data privacy (52.5%). Source: research report of 14 Oct 2026. Result: 5,000+ SMEs in seven countries; 50% of SMEs in four G7 countries say staff lack GenAI skills; 23.6% of users train staff. | OECD | – | Learning & performance | Survey | 2025-11 | Source ↗ |
| HKMA GenAI sandbox phase 1: suspicious transaction report prep time down 30% to 80%secondary: The Standard (Hong Kong) reporting HKMA sandbox results. Sandbox trial figures, not production results. Result: Suspicious transaction report preparation time down 30% to 80%; document processing from one day to about five minutes; risk assessment reports 60% faster; 86% of users rated system favourably. | Hong Kong Monetary Authority | Banking & financial services | KYC, AML & compliance | Study | 2025-10-31 | Source ↗ |
| Amazon Rufus expected to add over $10bn in annual incremental salesCompany-reported: CEO Andy Jassy on the Q3 2025 earnings call (30 Oct 2025), as reported by Fortune on 2 Nov 2025. Forward-looking estimate, not audited; the 60% figure compares users with non-users, so it is not a controlled effect. Result: Over $10bn expected annual incremental sales; shoppers who use Rufus 60% more likely to complete a purchase. | Amazon | Retail & e-commerce | Campaign & performance marketing | Deployment | 2025-10-30 | Source ↗ |
| Amazon Rufus reaches 250 million shoppers in 2025Company-reported via Amazon's Q3 2025 earnings call, as reported by Fortune. Usage figures only; no cost or margin data given. Result: 250 million users in 2025; monthly active users +140% year on year; interactions +210%. | Amazon | Retail & e-commerce | Customer support | Deployment | 2025-10-30 | Source ↗ |
| Wharton/GBK 2025: 82% use GenAI weekly, 72% formally measure ROI, about three quarters report positive returnsAbout 800 US enterprise decision-makers, third annual wave. ROI is respondent-judged and often productivity-based, so it is not comparable with P&L attribution studies. Source: research report of 14 Oct 2026. Result: 82% weekly use; 72% formally measure ROI; about 74-75% report positive ROI (self-reported); mid-sized and smaller firms report faster ROI. | Wharton Human-AI Research with GBK Collective | – | – | Survey | 2025-10-28 | Source ↗ |
| Wharton/GBK 2025: 89% say GenAI enhances employee skills, 43% see risk of skill-proficiency declineSkills cut of the 2025 Wave 3 report; related rows exist for weekly use and ROI. Sample size not stated on the page. Result: 89% agree GenAI enhances employee skills; 43% see risk of declining skill proficiency as usage climbs. | Wharton Human-AI Research with GBK Collective | – | Learning & performance | Survey | 2025-10-28 | Source ↗ |
| Chegg cuts 45% of staff as generative AI erodes its traffic and demandChegg cited the 'new realities of AI' and reduced Google referrals. Founder-CEO Dan Rosensweig returned as CEO and the company kept its standalone status. secondary: Fortune report of 28 Oct 2025. Result: 388 roles (about 45% of staff) cut; $15m-$19m restructuring charges; $100m-$110m planned 2026 non-GAAP cost cuts. | Chegg | Education | Teaching & tutoring | Incident | 2025-10-27 | Source ↗ |
| Mondelez cites 30-50% lower content production cost from generative AI toolsecondary: summary of a Reuters report. Tool built since 2024 with Publicis and Accenture; first short videos live on social, TV ads targeted for the 2026 holiday season. Company-stated figure; the article does not explain how savings were measured. Result: Marketing content production costs down 30% to 50%. | Mondelez International | Manufacturing | Marketing content | Deployment | 2025-10-27 | Source ↗ |
| Menlo Ventures: healthcare AI spend $1.4B in 2025, 22% of organisations deployed domain-specific AIsecondary: HIT Consultant coverage of Menlo's State of AI in Healthcare. Claims healthcare adopts AI 2.2x faster than the wider economy. Investor-sponsored survey; spend estimate method not shown on the page. Result: $1.4B spend (~3x prior year); 22% deployed; health systems 27%, outpatient 18%, payers 14%; 700+ executives. | Menlo Ventures (reported by HIT Consultant) | Healthcare & life sciences | – | Survey | 2025-10-22 | Source ↗ |
| Amazon internal documents: robots could avoid 160,000 US hires by 2027 and 600,000 by 2033secondary: Benzinga report (republished on Yahoo Finance) of internal Amazon documents seen by the NYT. The headline says jobs 'vanish' but the documents concern future hires avoided, not existing jobs. Amazon says the documents reflect one team's view and are incomplete. Result: 160,000 hires avoided by 2027; about 600,000 by 2033 if sales double; about 30 cents saved per item; goal to automate 75% of operations. | Amazon (internal documents reported by The New York Times) | Logistics & supply chain | Logistics & dispatch | Case study | 2025-10-21 | Source ↗ |
| Amazon Shreveport warehouse designed around robots needs 25-50% fewer workerssecondary: Benzinga report of NYT-viewed documents. Figure is from internal planning material, not an audited result; Amazon disputes that the documents represent its hiring strategy. Result: 25% to 50% fewer human workers at Shreveport, Louisiana; design to be copied at 40 facilities by end of 2027. | Amazon (internal documents reported by The New York Times) | Logistics & supply chain | Logistics & dispatch | Deployment | 2025-10-21 | Source ↗ |
| UK Consult sorts 50,000+ water-review responses in about 2 hours for a £240 run costGovernment press release on the Independent Water Commission review; savings are potential, not audited. Result: Over 50,000 responses categorised in around 2 hours; run cost £240; experts needed 22 hours to check results; potentially 75,000 days of manual analysis a year (£20 million). | UK Government (gov.uk) | Public sector | Research & knowledge work | Deployment | 2025-10-16 | Source ↗ |
| Deloitte Australia partially refunds A$440,000 government report with AI-fabricated citations237-page report on automated welfare penalties contained fake references and a fake court quote; a revised version disclosed Azure OpenAI use. Deloitte said findings were unaffected. secondary: BABL AI report of 13 Oct 2025. Result: A$440,000 contract; final instalment repaid; up to 20 fabricated citations found. | Deloitte Australia / Department of Employment and Workplace Relations | Professional services | Research & knowledge work | Incident | 2025-10-13 | Source ↗ |
| FSB: monitoring AI adoption and related vulnerabilities in the financial sectorFSB report reviewing monitoring approaches and proposing indicators to track AI adoption and vulnerabilities; includes a case study on AI third-party dependencies and service-provider concentration. Page summary gives no figures; the full PDF was not opened. | Financial Stability Board | Banking & financial services | Regulatory affairs | Study | 2025-10-10 | Source ↗ |
| Conference Board: 72% of S&P 500 flag AI as a material risk in 10-KsAnalysis of S&P 500 Form 10-K filings available through 15 August 2025. Sector counts rose: financials 14 to 63, health care 5 to 47, industrials 8 to 48 (2023 to 2025). Implementation and adoption failure is a named risk category. Result: 72% of S&P 500 flag AI as a material risk, up from 12% in 2023; reputational risk cited by 38%; 45 companies cite AI implementation and adoption. | The Conference Board | Professional services | – | Filing | 2025-10-06 | Source ↗ |
| Deloitte refunds Australian government after AI errors in welfare reportIncident log entry (OECD.AI) on an AI-assisted report on the welfare compliance system containing fabricated citations and quotes attributed to GPT-4o hallucination; Deloitte said main findings were unchanged. Fee and refund amounts come from headlines in the OECD listing, not the incident body. Result: Partial refund of about A$98,000 on a A$440,000 fee after fabricated citations. | Deloitte Australia | Professional services | Research & knowledge work | Incident | 2025-10-05 | Source ↗ |
| secondary: Lufthansa plans around 4,000 job cuts by 2030, citing AI efficiencysecondary: ch-aviation report of Lufthansa's capital markets targets. Cuts focus on administrative roles, mostly in Germany; company says 'the increased use of artificial intelligence (AI) will ensure greater efficiency in many areas.' Duplicated work also cited. Result: About 4,000 jobs worldwide by 2030; adjusted EBIT margin target 8-10%; free cash flow above EUR2.5 billion a year. | Lufthansa Group | Travel & hospitality | – | Filing | 2025-10-02 | Source ↗ |
| GPT-4 mentor for Kenyan entrepreneurs: no average effect on revenue or profitRandomised trial of an AI business mentor on WhatsApp. Working paper first issued Dec 2023, revised Oct 2025, later published in Management Science. The authors attribute the split to which advice owners chose to implement. Source: research report of 14 Oct 2026; page confirmed by the research agent. Result: 640 entrepreneurs; no average effect on revenue or profit; high performers up to about +15%, low performers about -10%. | Harvard Business School (Otis, Clarke, Delecourt, Holtz, Koning) | – | – | Study | 2025-10 | Source ↗ |
| Chegg Q3 2025 10-Q: revenue down 43% year on yearSEC Form 10-Q for the quarter ended 30 Sep 2025 (date shown is period end; filing day not shown on fetched text). The filing excerpt gives the numbers but the AI cause is stated in company announcements, not in the excerpted tables. Result: Q3 2025 net revenue $77.7m vs $136.6m (-43%); subscription services $69.1m vs $119.8m (-42%); nine-month revenue -36%. | Chegg | Education | Teaching & tutoring | Filing | 2025-09-30 | Source ↗ |
| Chen et al.: LLM exposure shows no systematic US unemployment effectPreprint using exposure not observed adoption; not peer reviewed. Primary arXiv page opened. Result: Synthetic DiD: +$89 weekly earnings in high-exposure occupations and +0.2pp unemployment (about zero); US CPS Jan 2010-Aug 2025. | University of Chicago Knowledge Lab (arXiv) | – | – | Study | 2025-09-19 | Source ↗ |
| 2025 baseline: Vietnam AI adoption 18% (about 170,000 firms), 12% of large enterprises with comprehensive AI strategyPrimary AWS release on press.aboutamazon.com for the 2025 'Unlocking Vietnam's AI Potential' study; 1,000 business leaders and 1,000 public; fieldwork dates not stated. Gives the year-on-year baseline for the 2026 study. Result: 18% of businesses adopt AI (13% prior year); 74% basic uses, 17% intermediate, 9% transformative; 55% cite skills shortage. | AWS / Strand Partners (Vietnam) | – | – | Survey | 2025-09-17 | Source ↗ |
| Salesforce: support headcount cut from 9000 to about 5000 with AI agentssecondary: NBC News quoting Benioff on The Logan Bartlett Show podcast and a Salesforce statement; vendor self-reported and the support-only framing is the reporter's. Publication date not shown on the page I opened. Result: CEO Benioff: support reduced from 9,000 to about 5,000 heads. | Salesforce (reported by NBC News) | Software & IT services | Customer support | Deployment | 2025-09-02 | Source ↗ |
| BCG: only 5% of firms achieve AI value at scale; 60% get noneSelf-reported survey by a consultancy. Date: PDF is titled October 2025 but its text says September 2025; I used 2025-09. Primary BCG PDF opened. Result: 5% of companies are 'future-built' and achieving AI value at scale; 60% achieve no material value (1,250 executives, 68 countries, 25+ sectors). | Boston Consulting Group | – | – | Survey | 2025-09 | Source ↗ |
| BCG: 10-20-70 - people and process dominate AI valueBCG framing from its survey and client work; not an independently measured result. Primary PDF opened. Result: BCG's split of effort for winners: 70% people, organisation and processes; 20% technology; 10% algorithms; ~70% of AI value sits in core business functions (n=1,250). | Boston Consulting Group | – | – | Survey | 2025-09 | Source ↗ |
| BCG: future-built firms show 1.7x revenue growth and 1.6x EBIT marginSelf-reported survey plus BCG projection; correlation not causation. Primary PDF opened. Result: Future-built firms vs stagnating/emerging: 1.7x revenue growth and 1.6x EBIT margin (n=1,250); BCG expects 2x revenue uplift and 1.4x cost reduction vs laggards in AI-applied areas. | Boston Consulting Group | – | – | Survey | 2025-09 | Source ↗ |
| Census-linked study: AI adoption in US manufacturing follows a J-curve, with early productivity lossesPreliminary paper (September 2025) using Census MOPS, ASM and about 55,000 manufacturing firms. Older plants bear larger losses; roughly half the TFP loss at older plants is linked to loss of structured management practices. IV estimates imply much larger losses for marginal adopters. Result: One-SD more AI use: about 1.33% lower TFP initially (OLS); about 2% higher labour productivity growth 2017-2021 in younger plants; 23% of plants used AI by 2021, 8% intensively. | McElheran, Yang, Kroff and Brynjolfsson (Rise of Industrial AI in America), AEA 2026 programme | Manufacturing | – | Study | 2025-09 | Source ↗ |
| JAMA Health Forum: 60 of 950 FDA-cleared AI devices linked to 182 recalls, 43% within a yearsecondary: TechTarget on a research letter matching FDA-cleared AI devices to recall entries (Nov 2024 data). 77.7% of recalled devices from public companies lacked clinical validation vs 40% for private firms. 43.4% of recalls came within the first year, about double the rate for all 510(k) devices. Result: 60 of 950 devices; 182 recalls; 109 diagnostic/measurement errors; 91.8% of recalls from public companies. | JAMA Health Forum (reported by TechTarget) | Healthcare & life sciences | Quality inspection & maintenance | Study | 2025-08-26 | Source ↗ |
| Private-company boards: 25% have adopted an AI governance frameworkSmall sample (n=65 private-company boards). 61.5% set aside full-board agenda time for AI, but only 43.1% assessed AI risks and 13.8% created a director education plan. Shows attention outrunning structured oversight, relevant to founder-led firms with informal boards. Result: 24.6% adopted an AI governance framework; 16.9% audited where AI is used; 16.9% approved an AI budget (n=65). | NACD 2025 Private Company Board Practices and Oversight Survey | – | Regulatory affairs | Survey | 2025-08-26 | Source ↗ |
| Commonwealth Bank reverses 45 call-centre job cuts after AI voice botsecondary: Bloomberg page text via fetch; claims contested between bank and Finance Sector Union. Date taken from the URL. Result: CBA reversed plan to cut 45 customer service roles; said voice bot cut calls by 2,000 a week but union said volumes rose and staff needed overtime. | Bloomberg | Banking & financial services | Customer support | Incident | 2025-08-21 | Source ↗ |
| Voice-AI job interviews: 12% more offers across about 70,000 candidatesNatural field experiment at a large recruitment firm (unnamed): candidates randomly assigned to human recruiters, AI voice agents, or a choice. AI-interviewed candidates were also more likely to still be employed after one month; technical problems hit about 7% of AI interviews; the page does not say whether 12% is relative or percentage points. Working paper, not peer reviewed. Result: AI-interviewed candidates 12% more likely to receive an offer; 78% chose the AI interviewer when offered the choice. | Erasmus School of Economics and Chicago Booth (Henkel and Jabarian) | Professional services | Recruiting | Study | 2025-08-19 | Source ↗ |
| Human recruiters still leaned on test scores over AI interview ratingsSame field experiment (about 70,000 candidates). A workforce-effect signal: automating the interview did not remove human judgement from the decision, and satisfaction and offer acceptance did not differ much between arms. Result: Recruiters rated AI-interviewed applicants higher but weighted standardised test results more heavily. | Erasmus School of Economics and Chicago Booth (Henkel and Jabarian) | Professional services | Recruiting | Study | 2025-08-19 | Source ↗ |
| AWS Philippines study: 21% of businesses use AI; 78% of adopters use it for basic purposesVendor-sponsored survey of 1,000 business leaders; 26% of businesses feel their workforce is AI-ready. Cost savings are expectations. Result: 250,000 businesses (21%); 64% of adopters report higher revenue averaging 18%; 66% expect 22% cost savings; 57% cite skills shortage. | AWS / Strand Partners (Unlocking The Philippines' AI Potential) | – | – | Survey | 2025-08-19 | Source ↗ |
| AI cut monthly close by 7.5 days in SME accounting field datasecondary: CFO Dive summary of a working paper using transactions from 79 small and medium companies (supplied with help from an accounting-AI software provider) plus a survey of 277 accountants. 8.5% of accountant time shifted from routine processing to higher-value work; 62% of accountants worry about errors. Observational field data, not randomised. Result: Monthly close cut by 7.5 days; AI-using accountants support 55% more clients per week; report detail up 12%. | MIT Sloan and Stanford GSB (Choi and Xie) | Professional services | Finance close & reporting | Study | 2025-08-13 | Source ↗ |
| secondary: Gartner shares fall 27.5% after results as AI erodes research demandsecondary: MarketScreener report of Gartner's Q2 2025 results. Article attributes pressure to AI substituting for research; no Gartner statement quoted. Result: Stock down 27.5% post-results; contract value visibility 'very low'; annual outlook cut. | Gartner | Professional services | Research & knowledge work | Filing | 2025-08-06 | Source ↗ |
| GAO: generative AI use cases at 11 US agencies rose from 32 to 282 in a yearGAO-25-107653 reviewed AI use case inventories at 11 of 12 selected agencies (Department of Defense exempt). Result: Generative AI use cases rose from 32 (2023) to 282 (2024), about nine-fold; total AI use cases at the same agencies 571 to 1,110. | US Government Accountability Office | Public sector | Citizen services & permits | Study | 2025-07-29 | Source ↗ |
| GAO: 10 of 12 agencies say federal policy such as data privacy can obstruct generative AI adoptionOther challenges named: sufficient technical resources and budget; keeping appropriate use policies up to date; four agencies said rapid technology evolution complicates policy. Result: Officials at 10 of 12 agencies said existing federal policy, such as data privacy policy, could present obstacles to adoption. | US Government Accountability Office | Public sector | Citizen services & permits | Study | 2025-07-29 | Source ↗ |
| METR RCT: experienced developers 19% slower with AI toolsRandomised controlled trial; small sample and mature open-source repos so may not generalise. arXiv v2 date used; primary paper opened. Result: Tasks took ~19% longer with AI allowed; developers forecast a 24% speedup and afterwards believed 20% (16 developers, 246 tasks, Feb-Jun 2025). | METR | Software & IT services | Software engineering | Study | 2025-07-25 | Source ↗ |
| MISA AVA customer-care assistant: 350 staff doing work that needed 600Stated by MISA's CEO in SGGP coverage, so company self-reported with no independent check. Same article reports FPT.AI helping firms cut costs 60% (vendor claim, no baseline). Result: Customer-care productivity 1.71x; 350 staff handling work that previously needed 600. | MISA (Vietnam) | Software & IT services | Customer support | Deployment | 2025-07-24 | Source ↗ |
| Vietnam VNeID public administration assistant: nearly 100,000 interactions in first weeksecondary: Viet Nam News report of a ministry announcement; satisfaction figures are self-reported by the ministry. Assistant integrated into the VNeID app. Result: Nearly 100,000 user interactions in first week; about 98% of users rated the experience positively; negative feedback 1.8%. | Vietnam Ministry of Public Security (C06) with CMC Corporation | Public sector | Citizen services & permits | Deployment | 2025-07-15 | Source ↗ |
| Massachusetts AG: Earnest Operations pays $2.5M over AI student-loan underwriting modelsAlleged failure to test models for disparate impact, training on arbitrary human decisions, a 'Cohort Default Rate' variable that allegedly penalised Black and Hispanic applicants, and a 'Knockout Rule' denying applications by immigration status. Allegations from the AG's release. Result: $2.5 million settlement. | Massachusetts Attorney General; Earnest Operations LLC | Banking & financial services | Credit decisioning | Incident | 2025-07-10 | Source ↗ |
| MIT NANDA primary: 95% of organisations get zero return; 5% of integrated pilots extract millionsPrimary text read, but from a copy hosted by law firm Webber Wentzel; the MIT-hosted original was not opened. Labelled 'Preliminary Findings'. Success = deployment beyond pilot with measurable KPIs; ROI measured six months after pilot. Authors' own limits: figures 'directionally accurate based on individual interviews rather than official company reporting'; possible selection bias; six-month window may understate; causation not proven. Internal inconsistencies (66% vs ~67% buy share; ~50% vs ~70% of budget to sales and marketing). Sample is far smaller than the 150 interviews and 350-employee survey cited in secondary coverage (see P3-001). Self-reported and interview-based, not measured P&L. Result: Report says '95% of organizations are getting zero return' and 'just 5% of integrated AI pilots are extracting millions in value'; sample = 300+ public AI initiatives reviewed + interviews with 52 organisations + survey of 153 senior leaders at four industry conferences; research Jan-Jun 2025. | MIT NANDA (Challapally Pease Raskar Chari) | – | – | Study | 2025-07 | Source ↗ |
| MIT NANDA primary: only 5% of enterprise-grade AI tools reach production; buying beats buildingPrimary text (law-firm-hosted copy); self-reported interviews and survey. Authors state the partnership-success link 'does not necessarily prove causation'. The ~22% internal-build success rate in P3-002 is not in the primary; the primary gives a 2x relative figure and a deployment-share split instead. Result: 60% of organisations evaluated enterprise-grade task tools, 20% reached pilot, 5% reached production; purchased partnerships ~66-67% of deployments vs ~33% internal builds; partnership pilots 'twice as likely' to reach full deployment; workers at 90%+ of firms use personal AI tools but only 40% of firms bought an official LLM subscription. | MIT NANDA (Challapally Pease Raskar Chari) | – | – | Study | 2025-07 | Source ↗ |
| MIT NANDA primary: ROI sits in back-office cuts; front-office wins are speed and retentionPrimary text (law-firm-hosted copy). Anonymised, interview-based and self-reported; no company named. Budget share is inconsistent within the report (~50% vs ~70%). Result: Back office: BPO elimination $2-10M a year in customer service and document processing; creative and content agency spend down 30%; risk checks saved $1M a year; front office: lead qualification 40% faster, customer retention +10%; gains reported without material workforce reduction; roughly 50% of GenAI budget goes to sales and marketing (survey text says ~70%). | MIT NANDA (Challapally Pease Raskar Chari) | – | – | Study | 2025-07 | Source ↗ |
| GMAC 2025 Corporate Recruiters Survey: employers value AI-tool knowledge more than last yearAbstract page gives no percentages; reports employers value knowledge of how to use AI tools more than last year and larger US MBA starting salaries in 2025. Management-education signal. Result: Over 1,100 recruiters and hiring managers; fielded January to March 2025. | Graduate Management Admission Council | – | – | Survey | 2025-07 | Source ↗ |
| Gartner: 45% of high-maturity organisations keep AI projects running three years or more, against 20% of low-maturityQ4 2024 survey of 432 organisations in six countries. Outcome is project longevity, not profit. Self-published by an advisory firm. Source: research report of 14 Oct 2026. Result: 45% vs 20% keep AI projects operational for 3+ years; 91% of high-maturity firms have dedicated AI leaders. | Gartner | – | – | Survey | 2025-06-30 | Source ↗ |
| Thomson Reuters: only 22% of professional firms have a visible AI strategy2025 Future of Professionals: 2,275 legal, tax, accounting, risk and compliance professionals, surveyed Feb-Mar 2025. Thomson Reuters sells AI products to these professions, so treat as vendor research. Result: 22% visible AI strategy; those firms twice as likely to see AI-driven revenue growth; 3.5x more likely to see critical benefits. | Thomson Reuters | Professional services | Research & knowledge work | Survey | 2025-06-26 | Source ↗ |
| Thomson Reuters: 53% of professionals already see AI ROI; 5 hours a week expected savedVendor research, same survey (n=2,275). Savings are predictions, not measured. The report also estimates about $32bn combined annual US impact for legal (about $20bn) and CPA (about $12bn) sectors. Result: 53% see ROI already; 5 hours a week expected savings within a year (4 hours predicted in 2024); valued at about $19,000 per person a year. | Thomson Reuters | Professional services | Research & knowledge work | Survey | 2025-06-26 | Source ↗ |
| BCG AI at Work 2025: 72% use AI regularly but frontline use stuck at 51%BCG press release for AI at Work 2025. Result: 72% regular use overall; 51% of frontline employees; 36% feel adequately trained; n over 10,600 workers in 11 countries. | Boston Consulting Group | – | Learning & performance | Survey | 2025-06-26 | Source ↗ |
| BCG AI at Work 2025: five or more hours of training lifts regular use; only 25% of frontline say leaders give enough guidanceBCG press release; the page does not give the exact uplift for the 5-hour threshold. Result: Five or more training hours (especially in person with coaching) make regular use significantly likelier; 25% of frontline workers say leaders provide enough AI guidance. | Boston Consulting Group | – | Learning & performance | Survey | 2025-06-26 | Source ↗ |
| Gartner: over 40% of agentic AI projects cancelled by end 2027Forecast, not an observed outcome; the poll is of webinar attendees (self-selected). Primary Gartner press release opened. Result: Gartner predicts over 40% of agentic AI projects will be cancelled by end 2027 (costs, unclear value, weak risk controls); poll of 3,412 webinar attendees Jan 2025: 19% significant investment, 42% conservative, 8% none, 31% wait-and-see. | Gartner | – | – | Survey | 2025-06-25 | Source ↗ |
| Gartner: agent washing - about 130 real agentic vendorsAnalyst estimate with no published method in the release; primary Gartner press release opened. Result: Gartner estimates only ~130 of the thousands of agentic AI vendors are real (the rest 'agent washing'). | Gartner | – | – | Benchmark | 2025-06-25 | Source ↗ |
| VietinBank Genie internal assistant: 350,000 questions in two monthsPress-reported (Bao Dau tu) with no stated baseline or method; treat as self-reported by the bank. Genie trained on 2,000+ internal documents. No cost, revenue or headcount figures for any named bank in the article. Result: 350,000+ questions answered in 2 months; staff time searching for information reportedly cut 95%. | VietinBank (Vietnam) | Banking & financial services | Employee service desk | Deployment | 2025-06-20 | Source ↗ |
| UK 'Extract' digitises planning records in 3 minutes versus 1-2 hours by handTrial councils: Hillingdon, Nuneaton & Bedworth, Exeter. £527m is an estimate in a government announcement, not a measured outcome. Result: Planning records digitised in just three minutes each versus 1-2 hours manually; estimated saving of £527m for the public sector each year. | UK Government (gov.uk) | Public sector | Citizen services & permits | Deployment | 2025-06-09 | Source ↗ |
| UK High Court: 18 of 45 authorities in one filing did not existDivisional Court judgment [2025] EWHC 1383 (Admin) warned that generative AI cannot do reliable legal research and referred lawyers to the SRA and Bar Standards Board. Duty to supervise delegated work stressed. Summary read from the judgment PDF; the court page itself showed only the case header. Result: Five fake cases in one matter; 18 of 45 cited authorities fictitious in the other; wasted costs of GBP 2,000 each in Ayinde. | High Court of Justice (King's Bench Division), Ayinde v Haringey and Al-Haroun v Qatar National Bank | Professional services | Contract review & drafting | Incident | 2025-06-06 | Source ↗ |
| Insilico rentosertib Phase IIa: +98.4 mL lung function on 60 mg vs -20.3 mL placebo, with liver-related dropoutssecondary: AI-identified target (TNIK) and AI-designed molecule. Small randomised Phase IIa; 12 of 18 completed the high dose vs 88% on placebo. 10 of 22 nominated candidates reached clinic. Earlier analyses put AI-origin Phase II success near 40%. Phase IIb/III still needed. Result: 71 IPF patients, 12 weeks; FVC +98.4 mL vs -20.3 mL placebo; 7 liver-related discontinuations. | Insilico Medicine (Nature Medicine, reported by Drug Discovery Trends) | Healthcare & life sciences | Discovery & R&D | Study | 2025-06-05 | Source ↗ |
| UK cross-government Copilot trial: 26 minutes a day saved, self-reported, 17% saved nonesecondary: trade article on the report; self-reported estimates (article does not label them so); no output measure. 85% 'good value' is belief not measurement. Result: 20,000 employees in 12 departments, Q4 2024: average 26 minutes saved a day (about 13 days a year, an extrapolation); 17% saved nothing, 23% over 30 minutes; project delivery 35 min vs tax 11 min. | UK Government Digital Service trial (reported by PublicTechnology) | Public sector | – | Study | 2025-06-03 | Source ↗ |
| Harvard physics RCT: AI tutor beats in-class active learningRandomised crossover with 194 eligible students in one Harvard physics course; the tutor was purpose-built with pedagogy prompts. Single course, elite students, short-term test. Result: Median post-test 4.5 vs 3.5; median gain more than double; effect size 0.63; median 49 minutes on tutor vs 60 in class. | Harvard University, Scientific Reports | Education | Teaching & tutoring | Study | 2025-06-03 | Source ↗ |
| PwC 2025 AI Jobs Barometer: AI-skilled jobs carry a 56% wage premiumPwC analysis of close to one billion job ads across six continents; vendor-reported (consultancy). Result: AI-skilled jobs paid an average premium of 56% in 2024, up from 25% the year before; skill demands changing 66% faster in AI-exposed occupations. | PwC | – | Learning & performance | Study | 2025-06-03 | Source ↗ |
| PwC 2025 AI Jobs Barometer: productivity growth 27% in AI-exposed industries vs 9% in least exposedvendor-reported: PwC analysis; correlational. Result: Productivity growth in most AI-exposed industries 7% (2018-2022) to 27% (2018-2024); least exposed 10% to 9%; jobs in AI-exposed occupations grew 38% 2019-2024 vs 65% in less exposed. | PwC | – | Learning & performance | Study | 2025-06-03 | Source ↗ |
| NFIB: 24% of US small employers use AI, rising from 21% of micro firms to 48% of firms with 50+ staffNFIB member survey fielded 6 to 31 March 2025 (521 completed responses reported on NFIB's analysis page). 63% expect AI to matter in their industry within five years; 23% do not know. Result: 24% of small employers use AI; 21% at single-digit headcount vs 48% at 50+ employees. | NFIB Small Business and Technology Survey | – | – | Survey | 2025-06 | Source ↗ |
| NFIB: 98% of small employers using AI report no change in headcount; marketing and communications lead usesPlanned or current AI uses among NFIB member respondents, March 2025 fieldwork. Owner-reported. Result: 98% of AI-using employers report no change in employee numbers; communications 29%, marketing 27%, customer service 9%, accounting 4%. | NFIB Small Business and Technology Survey | – | – | Survey | 2025-06 | Source ↗ |
| Kaiser Permanente TPMG: AI scribes saved an estimated 15,791 documentation hours over 63 weeksAMA write-up of a TPMG internal evaluation (Oct 2023 to Dec 2024). Time savings appear to come from system metrics comparing users with non-users, but the comparison is observational; satisfaction figures are survey self-report. Top-third users account for 89% of activations. Authors are TPMG staff; vendor not named. Result: 15,791 hours saved (~1,794 eight-hour days); 7,260 physicians; 2.58M encounters; 84% say better patient communication. | The Permanente Medical Group (Kaiser Permanente), NEJM Catalyst via AMA | Healthcare & life sciences | Clinical documentation | Case study | 2025-06 | Source ↗ |
| Duolingo 'AI-first' memo triggers backlash and CEO walk-backCEO Luis von Ahn later said he 'didn't do that well' communicating the plan, that AI is not replacing employees and hiring continues, and accepted 'occasional small hits on quality'. secondary: TechRepublic report dated 26 May 2025; no financial or user metrics on the page. Result: Plan to gradually stop using contractors for work AI can handle; 10% of contractor workforce already cut by January 2024. | Duolingo | Education | Marketing content | Incident | 2025-05-26 | Source ↗ |
| World Bank Nigeria RCT: six weeks of GPT-4 tutoring lifts scores 0.31 SDPolicy Research Working Paper 11125: randomised trial of Copilot-based after-school English tutoring for first-year senior secondary students; page gives no sample size. Authors describe it as highly cost-effective. Result: Overall assessment +0.31 SD, English +0.23 SD; about 1.5 to 2 years of typical schooling gain. | World Bank | Education | Teaching & tutoring | Study | 2025-05-20 | Source ↗ |
| ILO: about one in four workers globally in a job with some GenAI exposureILO Working Paper 140; occupational exposure index, not measured displacement. Concludes transformation is the most likely impact. Result: About one in four workers in jobs with some GenAI exposure; 3.3% of global employment in highest exposure category; exposure ~11% of employment in low-income vs 34% in high-income countries. | International Labour Organization and NASK | – | Learning & performance | Study | 2025-05-20 | Source ↗ |
| ILO: women more exposed to highest GenAI exposure category than men (4.7% vs 2.4%)ILO Working Paper 140; exposure index only. Result: Highest exposure: 4.7% of female vs 2.4% of male employment globally; high-income countries 9.6% of female vs 3.5% of male employment. | International Labour Organization and NASK | – | Learning & performance | Study | 2025-05-20 | Source ↗ |
| UK 'Consult' AI tool scores F1 0.76 on live Scottish Government consultationGovernment release; the 75,000-day and £20 million per year figures are projections, not measured results. Officials also reviewed every response manually for comparison. Tool still in trial. Result: F1 score 0.76 on over 2,000 responses across six questions; projected 75,000 days of analysis saved per year across 500 consultations. | UK Department for Science, Innovation and Technology | Public sector | Research & knowledge work | Deployment | 2025-05-14 | Source ↗ |
| Klarna: AI assistant handled 75% of chats (company claim)secondary: reported by Entrepreneur citing Klarna's own 2024 statements; vendor self-reported not audited. Result: Company said AI did the work of 700 agents and handled 75% of chats (~2.3M conversations in first month) across 35+ languages (Feb 2024 claim). | Klarna (reported by Entrepreneur) | Banking & financial services | Customer support | Deployment | 2025-05-09 | Source ↗ |
| Klarna reverses course and rehires human support agentssecondary: reported by Entrepreneur (2025-05-09) and Maginative (2025-05-08); based on CEO statements to Bloomberg. No satisfaction or cost figures published in what I opened. Result: CEO said AI service was cheaper but 'lower quality'; hiring humans again; headcount fell 22% to ~3,500 over a year of hiring freeze. | Klarna (reported by Entrepreneur and Maginative) | Banking & financial services | Customer support | Incident | 2025-05-09 | Source ↗ |
| IBM CEO study: 25% of AI initiatives delivered expected ROISelf-reported CEO survey commissioned by a vendor with an AI business. Primary IBM newsroom page opened. Result: 25% of AI initiatives delivered expected ROI over the last few years (2,000 CEOs, 33 countries, 24 industries; fielded Feb-Apr 2025). | IBM Institute for Business Value | – | – | Survey | 2025-05-06 | Source ↗ |
| IBM CEO study: 16% of AI initiatives scaled enterprise-wideSelf-reported CEO survey by an AI vendor. Primary page opened. Result: 16% of AI initiatives scaled enterprise-wide; 50% of CEOs say rapid investment left disconnected, piecemeal technology; 64% invest ahead of understanding value for fear of falling behind (n=2,000). | IBM Institute for Business Value | – | – | Survey | 2025-05-06 | Source ↗ |
| Recursion cuts five programmes after Exscientia merger; shares fall 13.4%secondary: three clinical terminations, one clinical pause and one preclinical discontinuation, leaving six active programmes. 2025 cash burn target under $450M. Shows that platform-based AI discovery still faces conventional clinical attrition. Result: 5 programmes ended or paused; cash $509M; runway into mid-2027; shares -13.4% in a day. | Recursion Pharmaceuticals (reported by Pharmaceutical Technology) | Healthcare & life sciences | Discovery & R&D | Incident | 2025-05-06 | Source ↗ |
| IBM IBV CEO study: about one-third of workforce needs retraining within three yearssecondary: IBM IBV report reported by HR Dive (article dated 2025-05-09); IBM primary page not opened. Result: About one-third of workforce needs retraining or reskilling within three years; 54% hiring for AI roles that did not exist a year ago; n=2,000 CEOs. | IBM Institute for Business Value | – | Learning & performance | Survey | 2025-05-06 | Source ↗ |
| IBM IBV CEO study: half of CEOs say rapid AI investment left technology and expertise out of syncsecondary: IBM IBV findings via HR Dive; n=2,000 CEOs worldwide. Result: 50% say recent rapid investments left technology and expertise out of sync; 61% adopting agents; 65% plan to use automation to close skill gaps; nearly 7 in 10 say success depends on many leaders who can make critical decisions. | IBM Institute for Business Value | – | Learning & performance | Survey | 2025-05-06 | Source ↗ |
| Humlum and Vestergaard: no earnings or hours effect from chatbots in DenmarkStudy linking surveys to administrative payroll data; time savings are self-reported. 30% of workers had chatbot training. Primary working paper opened. Result: No significant effect on earnings or recorded hours; CIs rule out effects above 1% (pooled); users report ~2.8% time saved (~25,000 responses from ~7,000 workplaces; 11 occupations; admin-registry linked). | University of Chicago BFI | – | – | Study | 2025-05 | Source ↗ |
| Microsoft Copilot RCT, 66 firms: email time down 1.29 hours a week, meetings unchangedMeasured (telemetry plus randomised access); primary PDF opened. Early-rollout licences, firm-selected workers; time reallocated, not output or P&L. Result: 7,137 knowledge workers at 66 firms, Sep 2023-Oct 2024: email time -1.29 hours a week (ITT) and -3.56 hours (about 31%) for regular users on 11.65 hour baseline; meeting time no significant change; completed document counts unchanged; collaborative document time down significantly. | Dillon Jaffe Immorlica Stanton (NBER 33795) | – | – | Study | 2025-05 | Source ↗ |
| Microsoft Work Trend Index 2025: 46% of leaders use agents to fully automate workstreams; 67% of leaders vs 40% of employees familiar with agentsvendor-reported: Microsoft Work Trend Index 2025. Sample size not stated on the blog page; date from URL path. Result: 46% of leaders say their organisation uses agents to fully automate workstreams; 67% of leaders vs 40% of employees familiar with agents; 80% of workforce lack time or energy. | Microsoft | – | Learning & performance | Survey | 2025-04-23 | Source ↗ |
| Microsoft Work Trend Index 2025: 78% of leaders consider hiring for AI roles, 33% consider headcount reductionsvendor-reported: Microsoft Work Trend Index 2025. Date from URL path. Result: 78% of leaders considering hiring for new AI roles; 33% considering headcount reductions; 53% of leaders say productivity must increase. | Microsoft | – | Learning & performance | Survey | 2025-04-23 | Source ↗ |
| AIA: AI straight-through processing cuts South Korea claim handling from over two days to under 25 minutessecondary: Reinsurance Asia trade article; company-reported. The article itself says specific accuracy figures are hard to determine (AI assessment reportedly about 99.7% on simpler claims). Result: Claim handling from more than two days to under 25 minutes; OCR 97% accuracy on claim documents. | AIA Group | Insurance | Insurance claims | Deployment | 2025-04-16 | Source ↗ |
| Manulife ChatMFC reaches 100% of workforce with 75% engagementsecondary: Reinsurance Asia trade article; company-reported. ChatMFC launched 2024; no accuracy or savings figures given for the underwriting tools. Result: GenAI capabilities available to 100% of global workforce, 75% engagement rate. | Manulife | Insurance | Employee service desk | Deployment | 2025-04-16 | Source ↗ |
| SEC charges Nate founder: AI shopping app relied on manual order entrySEC complaint (filed 9 Apr 2025, litigation release 11 Apr 2025) alleges Nate told Seed and Series A investors purchases were completed by AI without human involvement while contract employees largely entered orders manually. Allegations, not findings. Result: Over $42 million raised from stock sales. | SEC v. Alberto Saniger Mantinan (Nate, Inc.) | Retail & e-commerce | – | Incident | 2025-04-11 | Source ↗ |
| IEA: AI fault detection can cut grid outage durations by 30-50%IEA modelled potential from broad use of existing AI solutions, not measured utility results. The fetched page gave no explicit publication date; April 2025 is inferred from the report citation year and an S&P Global article dated 10 April 2025 in search results. Result: AI fault detection could cut outage durations 30-50%; AI grid tools could unlock up to 175 GW of transmission capacity; energy-related emissions about 5% lower in 2035. | International Energy Agency (Energy and AI) | Energy & utilities | – | Study | 2025-04 | Source ↗ |
| IEA: data centre electricity use to more than double to about 945 TWh by 2030Demand side of the energy and AI picture, relevant to utilities and to power-intensive buyers. The fetched page gave no explicit publication date; April 2025 inferred (see other IEA row). Result: 415 TWh in 2024 (1.5% of global electricity) to about 945 TWh in 2030; growth about 12% a year since 2017; US 45% of 2024 use. | International Energy Agency (Energy and AI) | Energy & utilities | – | Study | 2025-04 | Source ↗ |
| P&G field experiment: individuals with AI matched the performance of teams without AIField experiment inside an upskilling programme. Disclosed P&G funding ties. Outcome is solution quality, not profit. Source: research report of 14 Oct 2026. Result: 776 professionals on real product-innovation problems; individual with AI matched a team without AI (solution quality, not financials). | Dell'Acqua et al. (NBER w33641) with Procter & Gamble | – | – | Study | 2025-04 | Source ↗ |
| UK Public Accounts Committee: about 28% of government IT systems are legacy, hampering AIsecondary: trade-press report of the PAC findings on government AI ambitions; the page does not state the report date (month taken from the URL). Also repeats the NAO finding that 70% of entities had difficulty recruiting AI-skilled staff. Result: About 28% of all IT systems in use across government are currently considered legacy. | UK Public Accounts Committee (reported by PublicTechnology) | Public sector | Citizen services & permits | Study | 2025-04 | Source ↗ |
| McKinsey Q4 2024: 85% of US healthcare leaders exploring or using gen AI, 64% expect or measure positive ROISurvey of 60 payer, 60 health system and 30 services/technology leaders, fielded in one week of Dec 2024. 'Anticipated' ROI is mixed with quantified ROI, so it overstates realised benefit. Consultancy-run, self-reported. Result: 150 leaders: 85% exploring/adopted; 64% of implementers anticipate or quantify positive ROI; 15% not started. | McKinsey & Company | Healthcare & life sciences | – | Survey | 2025-03-26 | Source ↗ |
| PHTI evaluation: AI scribes cut burnout but have not proven financial ROIsecondary: PHTI compiled existing evidence with eight health systems and 10 vendors. Conclusion: scribes reduce burnout and cognitive load but have not proven a financial return. Pajama-time results mixed; MultiCare and Ochsner reported higher billing, others no impact. The Suki claim of $54,000 extra revenue per user per year is a vendor claim cited in the report. Standard metrics are lacking and many systems only ran pilots. Result: Mass General Brigham 40% relative burnout reduction (n=223, 6-week pilot); no increase in patients seen per period. | Peterson Health Technology Institute (reported by Fierce Healthcare) | Healthcare & life sciences | Clinical documentation | Study | 2025-03-25 | Source ↗ |
| Pennsylvania ChatGPT Enterprise pilot: 95 minutes a day saved across 175 employeesself-reported: state administration press release on its own year-long pilot; time savings are participant-reported, no control group stated. Result: 175 employees in 14 agencies; average 95 minutes saved per day; over 85% somewhat or very positive experience; 48% had never used ChatGPT before. | Commonwealth of Pennsylvania (Governor's Office of Administration) | Public sector | Citizen services & permits | Deployment | 2025-03-21 | Source ↗ |
| Unilever digital twins halve product-imagery cost and timeCompany-reported at Nvidia GTC on 18 Mar 2025, via Campaign. Pilot covered TreSemme, Dove, Vaseline and Clear; image volume not stated. Result: About 50% lower imagery cost and about half the production time. | Unilever | – | Marketing content | Deployment | 2025-03-20 | Source ↗ |
| Unilever TreSemme Thailand: content cost down 87%, brand lift 23%Company-reported single-market result (TreSemme Thailand), not independently verified; brand-lift method not described. Source: Campaign report of Unilever's GTC remarks. Result: Content production costs -87%; brand lift 23%; content generated twice as fast. | Unilever | – | Marketing content | Case study | 2025-03-20 | Source ↗ |
| Epoch AI: LLM inference prices fall 9x to 900x per year by capabilityAnalysis of price per million tokens to reach fixed benchmark scores. For example an MMLU score of 86 cost $37.50 per million tokens with GPT-4 (March 2023) versus $0.18 with Gemini 2.0 Flash (Feb 2025). Authors say it is unclear the fastest declines will persist. Price per capability falls; spend can still rise. Result: Price for GPT-4-level GPQA fell about 40x per year; range 9x-900x per year. | Epoch AI | – | – | Benchmark | 2025-03-12 | Source ↗ |
| Deloitte survey: 74% of gen AI 'pioneers' in financial services expect ROI above 10%Financial-services subset of 542 leaders from a 2,773-leader, 14-country survey fielded July to September 2024. Self-assessed 'pioneer' status; consultancy survey. Result: 74% of pioneers vs 44% of followers expect ROI above 10%; 47% vs 17% say ROI exceeds expectations; followers rate themselves ready on talent 7%, risk and governance 16%. | Deloitte | Banking & financial services | – | Survey | 2025-02-26 | Source ↗ |
| ANAO: 74% of ATO AI models in production had no completed data ethics assessmentAuditor-General Report No. 26 2024-25 on AI governance at the Australian Taxation Office. Result: 74% of AI models in production did not have completed data ethics assessments (August 2024); ATO had 43 in-house AI models in production at 14 May 2024. | Australian National Audit Office | Public sector | Audit & tax | Study | 2025-02-24 | Source ↗ |
| ANAO: ATO has 'partly effective' AI arrangements and no structured monitoring of modelsSame audit report; the strategy was not reported on regularly between October 2022 and January 2024 and no evaluation approach had been set. Result: Overall conclusion: 'The ATO has partly effective arrangements in place to support its adoption of AI'; no evidence of structured, regular monitoring of in-house AI models in production; seven recommendations, all agreed. | Australian National Audit Office | Public sector | Audit & tax | Study | 2025-02-24 | Source ↗ |
| Allianz: Insurance Copilot for motor claims launched but no quantified resultCompany article; useful as an example of a scaled deployment with no published P&L metric. Primary Allianz page opened. Result: Insurance Copilot launched 2024 for motor claims in Austria; Allianz says only 'preliminary assessments' show 'significant business impact' with no figures. | Allianz | Insurance | Insurance claims | Deployment | 2025-02-05 | Source ↗ |
| DBS SME pulse: 73% of surveyed Singapore SMEs plan Gen AI investment but only 32% have started experimentingBank-run survey of more than 110 companies in early 2025; small sample and a lender with an interest in SME tech lending. Result: 73% plan to invest in Gen AI; 32% experimenting; 72% plan to train staff. | DBS Bank (Business Pulse Check Survey) | – | – | Survey | 2025-02-03 | Source ↗ |
| Deloitte 2025: only 10% of healthcare C-suite report significant generative AI ROIsecondary: Becker's Hospital Review on the Deloitte report released 29 Jan 2025. About 43% reported moderate or significant return. Earlier snapshot than Deloitte's 2026 life-sciences survey already in the library. Result: 121 executives: 10% significant ROI, 33% moderate, 12% low, 37% too early to measure. | Deloitte Global Health Care Executive Outlook (reported by Becker's) | Healthcare & life sciences | – | Survey | 2025-01-29 | Source ↗ |
| Presto Automation settles SEC charges over Presto Voice AI claimsSEC order: from Nov 2021 to May 2023 Presto made false and misleading statements about its AI drive-thru product, did not disclose that third-party speech recognition powered all early units, and misreported orders completed without human intervention. No civil penalty given cooperation; consented without admitting or denying. SEC order shows humans entered orders about 70% of the time in the advanced pilot and nearly all orders at most other locations. Result: Prospectus supplement of 17 Nov 2023: over 70% of Presto Voice orders required human agent intervention. | Presto Automation Inc. | Travel & hospitality | – | Incident | 2025-01-14 | Source ↗ |
| Salesforce SMB Trends Singapore: 94% using or trying AI, 87% of adopters report higher revenuesecondary: CFOtech Asia reporting Salesforce research. Vendor-reported; Singapore sample only about 50 respondents of 3,350. Result: 94% using or experimenting; 87% of adopters report higher revenue; 72% find it hard to keep up. | Salesforce (Small and Medium Business Trends Report, Singapore cut) | – | – | Survey | 2025-01-10 | Source ↗ |
| Alibaba customer-service RCT: AI suggestions help low performers, hurt top agents' qualityMeasured randomised field experiment; SSRN abstract opened, which gives no effect sizes or sample size. Pointer for the 'raises the floor, may lower the ceiling' pattern. Result: Randomised agent-level rollout of an AI diagnosis and solution-suggestion assistant: speed and quality improved, engagement rose, low performers gained more, high performers' service quality declined. | Ni Wang Feng Lu Wang Zhou (Alibaba collaboration; SSRN) | Retail & e-commerce | Customer support | Study | 2025-01-08 | Source ↗ |
| WEF Future of Jobs 2025: 170 million jobs created and 92 million displaced by 2030WEF article summarising the Future of Jobs Report 2025; employer survey based projections, not observed outcomes. Result: About 170 million jobs created (14% of current employment), 92 million displaced, net 78 million; 39% of key skills expected to change by 2030 (44% in 2023 edition). | World Economic Forum | – | Learning & performance | Survey | 2025-01-08 | Source ↗ |
| Microsoft Research M365 Copilot RCT: 6,000+ workers at 56 firms complete documents 12% fastervendor-reported: authors are Microsoft employees studying Microsoft product. Date from page; arXiv listing 2025-04-15. Result: Half an hour less reading email per week; documents completed 12% faster; nearly 40% of those given access used it regularly. | Microsoft Research (Dillon Jaffe Peng Cambon) | – | Learning & performance | Study | 2025-01-06 | Source ↗ |
| Salesforce SMB Trends India: 78% experimenting or using AI, 93% of users say it raises revenuesecondary: Channel Drive reporting Salesforce research. Vendor-reported; India sample about 200 of 3,350 leaders. Result: 78% using or experimenting; 93% of users report revenue increase; 41% fear being left behind. | Salesforce (6th Small and Medium Business Trends Report, India cut) | – | – | Survey | 2024-12-19 | Source ↗ |
| MIT CISR: firms at AI maturity stages 3-4 show financial performance well above their industryCross-sectional and correlational. Based on the 2022 Future Ready Survey (N=721) plus 2024 interviews, so it predates generative AI. CISR is funded by a corporate member consortium. Source: research report of 14 Oct 2026. Result: Stages 1-2 below industry average financial performance; stages 3-4 well above; biggest gain moving from stage 2 to stage 3. | MIT Center for Information Systems Research (Weill, Woerner, Sebastian) | – | – | Study | 2024-12-19 | Source ↗ |
| Salesforce SMB Trends: 91% of AI-using SMBs attribute increased earnings to AIsecondary: SmallBizTrends reporting Salesforce research. Vendor-reported: 3,350 SMB leaders across 26 countries, fielded 3 Aug to 16 Sep 2024. Correlation, not causation; article promotes Salesforce Agentforce. Result: 91% of AI-enabled SMBs report increased earnings; 83% of growing SMBs use AI vs 55% of those with declining revenue. | Salesforce (6th Small and Medium Business Trends Report) | – | – | Survey | 2024-12-04 | Source ↗ |
| Census BTOS Sep 2023-Aug 2024: AI use by size, micro firms start high but grow slowlyMeasured official survey (BTOS), primary page opened. Broad AI definition incl. generative AI; pre-Nov 2025 question wording so not comparable with 2026 figures; slope differences between size classes not tested for significance by the authors. Result: Firms with 1-4 employees: AI use 4.6% to 5.8%; 250+ employees: 5.2% to 7.8% (26 biweekly observations); at current trends 25% adoption takes about 6 years for 250+ firms and about 15 years for 1-4 employee firms. | US Census Bureau (Dinlersoz and Goldschlag) | – | – | Benchmark | 2024-12-03 | Source ↗ |
| Bank of England and FCA survey: 75% of UK financial firms already use AIThird survey of 118 firms. Median use cases per firm expected to rise from 9 to 21 in three years; foundation models are 17% of use cases; top three providers account for 73% of named cloud providers. Result: 75% of firms use AI (58% in 2022); one third of use cases are third-party implementations; 2% of use cases fully autonomous. | Bank of England; FCA | Banking & financial services | – | Survey | 2024-11-21 | Source ↗ |
| FinCEN alert: deepfake media used to defeat bank identity checksFIN-2024-Alert004. Says FinCEN saw rising suspicious activity reports describing suspected deepfake use from 2023; criminals combine GenAI images with stolen data to build synthetic identities that launder proceeds. No SAR counts given in the alert. | US FinCEN | Banking & financial services | KYC, AML & compliance | Incident | 2024-11-13 | Source ↗ |
| a16z 'LLMflation': cost for equal capability falls 10x a yearInvestor essay. Prices for a fixed MMLU level of 42 fell 1,000x in three years; for level 83 about 62x since March 2023. Author calls the methodology 'far from perfect' and notes frontier models (o1 at $60 per million output tokens) still cost as much as GPT-3 did at launch. Result: 10x per year for equivalent performance; GPT-3-class cost from $60 to $0.06 per million tokens in 3 years. | Andreessen Horowitz (Guido Appenzeller) | – | – | Benchmark | 2024-11-12 | Source ↗ |
| Sweden social insurance fraud-scoring algorithm found not to meet equal treatmentsecondary: advocacy-organisation report (Amnesty) citing Lighthouse Reports and Svenska Dagbladet; the page does not state its date (month inferred from URL) and gives no counts. The agency disputed the ISF analysis. Machine learning risk scoring since at least 2013. Result: ISF concluded the algorithm 'in its current design does not meet equal treatment'; investigation found it disproportionately flagged women and people with foreign backgrounds. | Försäkringskassan / Inspectorate for Social Security (reported by Amnesty International) | Public sector | KYC, AML & compliance | Incident | 2024-11 | Source ↗ |
| US Treasury: machine learning helped prevent and recover over $4 billion in fiscal 2024secondary: Nextgov report of a Treasury announcement; self-reported by Treasury. The article notes sub-totals do not reconcile with the $4 billion headline, so treat attribution to AI as unverified. Result: Treasury 'prevented and recovered over $4 billion' in fraudulent and improper payments in FY2024 vs $652.7 million prior year; machine learning on check fraud resulted in $1 billion in recovery. | US Department of the Treasury (reported by Nextgov) | Public sector | KYC, AML & compliance | Deployment | 2024-10-18 | Source ↗ |
| US Senate subcommittee: Medicare Advantage post-acute denials rose sharply as insurers used predictive toolssecondary: report on UnitedHealthcare, Humana and CVS covering 2019 to 2022. AI relevance is indirect: the subcommittee recommended CMS rules so predictive technologies do not override human review. The insurers disputed the characterisation. Government investigation, not an AI audit. Result: UnitedHealthcare post-acute denial rate 10.9% (2020) to 22.7% (2022); 46M prior-auth requests, 7.4% denied in 2022. | US Senate Permanent Subcommittee on Investigations (reported by Becker's Hospital Review) | Insurance | Insurance claims | Study | 2024-10-17 | Source ↗ |
| IMF Global Financial Stability Report: AI could reshape capital markets and raise volatilityChapter 3 of the October 2024 GFSR. Says labour-market and patent data point to a significant rise in AI use in capital markets; flags faster markets, higher volatility under stress, reliance on a few third-party AI providers and cyber risk. No adoption percentages on the landing page. | International Monetary Fund | Banking & financial services | – | Study | 2024-10 | Source ↗ |
| Australian Government Copilot trial: only a third used it daily, 64% of managers saw gainsSix-month whole-of-government trial evaluation. Date taken from the report file path (October 2024); the page does not state agency or participant counts. Concerns listed include entry-level job effects, bias and vendor lock-in. Result: Only a third of participants used Copilot daily; 64% of managers perceived efficiency and quality gains in their teams; 40% could redirect time to higher-value work; savings 'up to an hour' on some tasks. | Australian Digital Transformation Agency | Public sector | Citizen services & permits | Study | 2024-10 | Source ↗ |
| Cruise robotaxi pays $1.5m penalty to NHTSA over incomplete crash reportingsecondary: law-firm blog on the NHTSA consent order. October 2023 incident: vehicle 'operating autonomously, dragged a pedestrian several feet before coming to a stop'. Transport sector; no matching industry id. Result: Total $1.5 million monetary penalty; corrective action plan required. | Cruise (US NHTSA consent order) | – | – | Incident | 2024-09-30 | Source ↗ |
| FTC Operation AI Comply: DoNotPay robot lawyer settlementFTC alleged DoNotPay marketed itself as the world's first robot lawyer without testing output against a human lawyer's and without employing attorneys. Proposed order bars unsupported claims that it can replace professional services. Result: $193,000 proposed settlement payment. | FTC (DoNotPay) | Professional services | Contract review & drafting | Incident | 2024-09-25 | Source ↗ |
| FTC Operation AI Comply: Ascend Ecom AI storefront schemeFTC alleged the company falsely claimed cutting edge AI tools would generate passive income from online storefronts; court halted the scheme and appointed a receiver. Allegations. Result: At least $25 million in consumer losses alleged. | FTC (Ascend Ecom) | Retail & e-commerce | – | Incident | 2024-09-25 | Source ↗ |
| FTC Operation AI Comply: Ecommerce Empire Builders and FBA MachineFTC alleged both sold AI-powered ecommerce income schemes with unsupported income promises ($10,000 monthly claims at EEB; guaranteed income and risk-free claims at FBA Machine). Courts halted schemes and appointed receivers. Allegations. Result: FBA Machine: more than $15.9 million consumer losses alleged; EEB: up to $35,000 taken from storefront buyers. | FTC (Ecommerce Empire Builders; FBA Machine / Passive Scaling) | Retail & e-commerce | – | Incident | 2024-09-25 | Source ↗ |
| FTC Operation AI Comply: Rytr AI review generatorFTC alleged Rytr's testimonial and review generation tool produced false reviews at scale. Proposed order bars marketing any service dedicated to generating reviews or testimonials. Commission vote 3-2; no amount stated. Result: Some subscribers allegedly produced hundreds and sometimes tens of thousands of reviews. | FTC (Rytr) | Software & IT services | Marketing content | Incident | 2024-09-25 | Source ↗ |
| Cui et al.: three field experiments with 4,867 developers show 26.08% more completed tasksRCTs across three firms; each experiment noisy and results vary. SSRN record last revised 2025-08-21. Result: 26.08% increase (SE 10.3%) in completed tasks; less experienced developers had higher adoption and larger gains. | Microsoft, Accenture and a Fortune 100 firm (Cui Demirer Jaffe Musolff Peng Salz) | Software & IT services | Software engineering | Study | 2024-09-05 | Source ↗ |
| Gartner finance survey: 58% of finance functions use AI but no measured return reportedsecondary and dated: MarketScale piece of 2026-09-13 re-reporting a 2024 survey (date taken from CFO Dive per the article). The coverage cites no savings or cycle-time figures, so the finance-close gap is NOT closed. Result: 58% of finance functions used AI in 2024, up 21 points on 2023; 42% not using, half of them planning to; 66% more optimistic than a year earlier (n=121 finance leaders). | Gartner (reported by MarketScale) | – | – | Survey | 2024-09 | Source ↗ |
| St. Louis Fed et al.: nearly 40% of US adults use GenAI, 23% of workers used it for work last weekNationally representative US survey, late 2024 data per abstract; self-reported time savings. Result: Nearly 40% of adults 18-64 use GenAI; 23% of employed used it for work in prior week; 9% every workday; 1.4% of total work hours saved. | Bick Blandin Deming (NBER w32966) | – | Learning & performance | Survey | 2024-09 | Source ↗ |
| Turkish high school RCT: unrestricted GPT lifts practice scores 48% but exam scores 17% lowersecondary: Wharton Knowledge write-up of the study; nearly 1,000 high school maths students in Turkey. Guardrailed version used hints rather than answers. Result: Practice: GPT Base +48%, GPT Tutor +127% vs control; exam: GPT Base 17% worse than control, GPT Tutor about the same as control. | University of Pennsylvania / Wharton (Bastani et al.) | Education | Teaching & tutoring | Study | 2024-08-27 | Source ↗ |
| Walmart uses LLMs to create or improve 850 million catalog data pointsCompany-reported on the fiscal Q2 earnings call by CEO Doug McMillon and Walmart U.S. CEO John Furner (Modern Retail). Output volume, not a P&L result; no cost or conversion figure disclosed. Result: More than 850 million product data points created or improved; executives say it would have needed nearly 100 times the headcount. | Walmart | Retail & e-commerce | Marketing content | Deployment | 2024-08-15 | Source ↗ |
| RAND: 65 practitioners name leadership-driven causes for AI project failureQualitative study. The widely quoted "more than 80% of AI projects fail" is RAND quoting outside work, not its own measurement. Pre-agent era. Source: research report of 14 Oct 2026. Result: 65 experienced data scientists and engineers interviewed; 84% cited leadership-driven root causes as primary. | RAND Corporation (Ryseff, De Bruhl, Newberry) | – | – | Study | 2024-08-13 | Source ↗ |
| OCBC GPT rolled out to about 30,000 staff; trial users report task times cut up to 50%secondary: OpenGov Asia interview. Self-reported by trial participants, not measured output. Launched November 2023. Result: Task completion times reduced by up to 50% in a 1,000-employee trial; over 1 million prompts answered by May 2024. | OCBC Bank (Singapore) | Banking & financial services | – | Deployment | 2024-06-17 | Source ↗ |
| SEC charges Joonko founder over AI recruiting fraudSEC alleges the AI recruiting startup's CEO falsely claimed over 100 customers, over $1 million revenue and over 100,000 active candidates, using fabricated testimonials and falsified bank statements. SEC enforcement director described it as old school fraud using new school buzzwords. Allegations, not findings. Result: Investors allegedly defrauded of at least $21 million. | SEC v. Ilit Raz (Joonko) | Professional services | Recruiting | Incident | 2024-06-11 | Source ↗ |
| Mastercard: generative AI doubles detection rate of compromised cardsvendor-reported: Mastercard press release. Baselines for the percentages are not defined in the release. Result: Detection rate of compromised cards doubled; false positives reduced 'by up to 200%'; merchant risk identification up 300%. | Mastercard | Banking & financial services | KYC, AML & compliance | Deployment | 2024-05-22 | Source ↗ |
| BCG analysis: AI-discovered molecules show 80-90% Phase I success versus 40-65% historicallysecondary: trade report of a BCG-authored paper. Page does not state the number of molecules analysed. Phase II success is in line with industry averages, so the Phase I advantage may not carry to efficacy. Early, small sample. Result: Phase I success 80-90%; Phase II ~40% (limited sample); end-to-end 5-10% to 9-18% projected. | BCG, Drug Discovery Today (reported by Health Tech World) | Healthcare & life sciences | Discovery & R&D | Study | 2024-05-10 | Source ↗ |
| Microsoft/LinkedIn Work Trend Index 2024: 75% of knowledge workers use AI, 78% of users bring their own toolsvendor-reported: Microsoft/LinkedIn primary report. Date taken from the blog URL path; page text carries no date. Result: 75% of knowledge workers use AI at work; 78% of AI users bring their own AI tools to work. | Microsoft and LinkedIn | – | Learning & performance | Survey | 2024-05-08 | Source ↗ |
| Microsoft/LinkedIn 2024: only 39% of AI users received employer AI training; 60% of leaders lack AI visionvendor-reported: Microsoft/LinkedIn Work Trend Index 2024. Date taken from URL path. Result: 39% of AI users received AI training from their employer; 60% of leaders worry company lacks vision and plan for AI; two-thirds of leaders would not hire someone without AI skills. | Microsoft and LinkedIn | – | Learning & performance | Survey | 2024-05-08 | Source ↗ |
| Stanford RegLab: leading legal AI research tools still hallucinate 17% to 34% of the timeOver 200 pre-registered legal queries. Retrieval-augmented tools hallucinate less than general models but not rarely; vendors had published no rigorous evaluations. Date from the Stanford HAI release (May 2024); the fetched page itself did not print the day. Result: Lexis+ AI and Ask Practical Law AI incorrect over 17% of the time; Westlaw AI-Assisted Research over 34%; general chatbots 58% to 82% in earlier work. | Stanford RegLab and Stanford HAI | Professional services | Contract review & drafting | Benchmark | 2024-05 | Source ↗ |
| SEC fines two advisers $400,000 for 'AI washing' claimsSEC press release 2024-36. Delphia (2019-2023) allegedly made false statements about using AI and machine learning with client data and the SEC found it lacked the capabilities claimed; Global Predictions allegedly called itself the 'first regulated AI financial advisor'. Both settled without admitting or denying findings. Result: $400,000 combined civil penalties ($225,000 Delphia; $175,000 Global Predictions). | US SEC | Banking & financial services | Regulatory affairs | Incident | 2024-03-18 | Source ↗ |
| SEC fines Delphia and Global Predictions $400,000 for AI-washingFirst SEC AI-washing settlements. Delphia (2019-2023) claimed its AI used client data to predict winning companies and trends, which it lacked the capability to do; Global Predictions called itself the first regulated AI financial advisor. Both settled without admitting or denying. Result: $225,000 penalty (Delphia) and $175,000 (Global Predictions); $400,000 total. | SEC (Delphia; Global Predictions) | Banking & financial services | – | Incident | 2024-03-18 | Source ↗ |
| UK NAO: 37% of 87 government bodies had deployed AI, 74 use cases in totalNAO survey of government bodies in 'Use of artificial intelligence in government' (HC 612). Report also states 70% were piloting or planning AI, with a median of four use cases explored per body. Result: 37% of the 87 government bodies that responded had deployed AI; 74 use cases deployed; most bodies with deployed AI had only one or two. | UK National Audit Office | Public sector | Citizen services & permits | Survey | 2024-03-15 | Source ↗ |
| UK NAO: 70% cite AI skills recruitment as a barrier, only 21% have an AI strategyBarriers and governance findings from the same NAO survey of 87 government bodies. Result: 70% cite difficulty recruiting or retaining staff with AI skills; 21% had an AI strategy (a further 61% planned one); 30% had risk and quality assurance processes explicitly covering AI risks. | UK National Audit Office | Public sector | Citizen services & permits | Survey | 2024-03-15 | Source ↗ |
| ECB supervisors: 40+ generative AI use cases and 14 internal applicationssecondary: Thomson Reuters Institute summary of remarks by ECB Supervisory Board member Elizabeth McCaul. Shows how a regulator itself is adopting AI. Result: More than 40 GenAI use cases in banking supervision; 14 applications used by more than 3,500 people. | European Central Bank (reported by Thomson Reuters Institute) | Banking & financial services | Regulatory affairs | Deployment | 2024-03-04 | Source ↗ |
| Kaiser Permanente NorCal scribe pilot: 3,442 physicians, 303,266 encounters, and two logged hallucinationssecondary: Epocrates summary of the Tierney et al. NEJM Catalyst study. Primary care users showed larger drops in after-hours EHR time and in-visit note time than non-users (p<0.05), with high users gaining most. The hallucinations: a prostate exam recorded as done when only scheduled, and a diagnosis never made. Not randomised. Result: 3,442 physicians; 303,266 encounters in about 10 weeks; two notable hallucinations reported. | The Permanente Medical Group, NEJM Catalyst (reported by Epocrates) | Healthcare & life sciences | Clinical documentation | Study | 2024-02-21 | Source ↗ |
| Viettel Telecom AI callbot: 33 million calls, ~21 billion VND saved a yearReported in Thoi bao Tai chinh Viet Nam as a Viettel result (self-reported, no method or baseline). Dated Feb 2024, so older than the 2026 evidence. Result: ~33 million customer calls handled; ~21 billion VND saved per year. | Viettel Telecom (Vietnam) | Telecom & media | Customer support | Deployment | 2024-02-08 | Source ↗ |
| Viettel legal assistant for Vietnam's Supreme People's Court: 30% less case-handling timeVendor/press-reported, no baseline or method. A July 2025 SGGP article separately says a Viettel GenAI legal assistant on Llama 3.3 cut legal staff working time by about 30%. Account figure from a Sept 2023 VnEconomy piece. Result: ~30% saving in case-handling time; 12,000+ assistant accounts issued (2023 report). | Viettel / Supreme People's Court (Vietnam) | Public sector | Contract review & drafting | Deployment | 2024-02-08 | Source ↗ |
| Air Canada held liable for its website chatbot's wrong bereavement-fare adviceTribunal rejected Air Canada's argument that the chatbot was a separate legal entity and held the airline responsible for all information on its site. Small sum, but a clear liability precedent. Date given as year-month because the page says only that the decision came out 'this week'; secondary reporting by CBC. Result: C$812 awarded (fare difference on C$1,630.36 paid). | Air Canada / BC Civil Resolution Tribunal | Travel & hospitality | Customer support | Incident | 2024-02 | Source ↗ |
| GOV.UK Chat pilot: nearly 70% found answers useful but accuracy fell short, with hallucinationsGDS blog on its first generative AI experiment; reported a few cases of hallucination, mostly on ambiguous or inappropriate queries. Result: 1,000 users invited to live private pilot; nearly 70% found responses useful; just under 65% satisfied (157 survey respondents); answers did not reach the highest accuracy level demanded for GOV.UK. | UK Government Digital Service | Public sector | Citizen services & permits | Deployment | 2024-01-18 | Source ↗ |
| Gartner: half of supply chain leaders planned to implement GenAI within 12 months (early baseline)secondary: MH&L report of a Gartner survey; sample size not stated. Useful as a 2024 baseline against later measured-outcome evidence. Result: About 50% planning GenAI within 12 months, 14% already implementing; 5.8% of function budget allocated; 65% to hire dedicated staff. | Gartner (reported by MH&L) | Logistics & supply chain | Supply & demand planning | Survey | 2024-01-16 | Source ↗ |
| Class action: Humana accused of using nH Predict to deny Medicare Advantage post-acute caresecondary: Becker's report of a class-action complaint filed 12 Dec 2023 in W.D. Kentucky. These are allegations, not findings. Optum says the tool is not used to make coverage decisions; Humana says adverse decisions are made by physician medical directors. Illustrates legal and reputational exposure when a prediction tool anchors claim decisions. Result: Alleged 1% target band around algorithm estimates; alleged 90% of appealed decisions overturned. | Humana; Optum/naviHealth (reported by Becker's Payer) | Insurance | Insurance claims | Incident | 2023-12-13 | Source ↗ |
| Kenya RCT: GPT-4 business assistant lifted high performers about 15% and cut low performers about 8%HBS Working Paper 24-042; small-business entrepreneurs in Kenya, field experiment via WhatsApp. Result: No average treatment effect detected; high performers up just over 15%, low performers about 8% worse; gap 0.27 SD. | Harvard Business School (Otis Clarke Delecourt Holtz Koning) | – | Learning & performance | Study | 2023-12 | Source ↗ |
| Lawyering RCT: GPT-4 cuts law-student task time sharply, quality gain smallRandomised trial with law students on realistic tasks, blind-graded; participants reported higher satisfaction. Students are not practising lawyers. Forthcoming in Minnesota Law Review (2024). Result: Large, consistent time reductions; small, inconsistent quality gain; lowest-skilled gained most where quality improved. | University of Minnesota and University of Michigan law schools (Choi, Monahan, Schwarcz) | Professional services | Contract review & drafting | Study | 2023-11-07 | Source ↗ |
| BCG consultants RCT: GPT-4 raises output 12.2% faster 25.1% quality 40% inside the frontierPre-registered field experiment at Boston Consulting Group (about 7% of its individual-contributor consultants) with random assignment to no AI, GPT-4, or GPT-4 plus prompt guidance. Working Paper 24-013. Lower-skilled consultants gained about 43%, higher-skilled about 17%. Result: 758 consultants; 12.2% more tasks, 25.1% faster, quality over 40% higher inside the frontier. | Harvard Business School, Wharton, Warwick, MIT Sloan and BCG | Professional services | Research & knowledge work | Study | 2023-09-22 | Source ↗ |
| BCG consultants RCT: AI users 19 points less likely to be correct outside the frontierSame BCG experiment (Working Paper 24-013). On a task designed to sit outside AI capability, consultants using GPT-4 were less often correct than the no-AI group, which is the core risk of over-reliance. Result: 19 percentage points less likely to produce correct solutions on a task built so GPT-4 would err. | Harvard Business School, Wharton, Warwick, MIT Sloan and BCG | Professional services | Research & knowledge work | Study | 2023-09-22 | Source ↗ |
| Gartner: only 5% of HR functions had implemented generative AI in mid-2023Dated baseline: Gartner HR survey (samples of 105-177 HR leaders depending on question), as reported by FutureCIO; the article does not state the year of fieldwork and the date is taken from page metadata. Useful only as a starting point against which later adoption can be compared. Result: 5% implemented generative AI; 9% piloting; 84% expect productivity gains. | Gartner (HR practice) | – | Recruiting | Survey | 2023-07-13 | Source ↗ |
| Robodebt Royal Commission: scheme did not produce accurate results or comply with the Social Security Actsecondary: Australian Policy Online catalogue entry for the report; the page does not state debt counts or amounts. Report first published 7 July 2023, updated 11 July 2023. Result: Scheme 'neither produced accurate results' and did not comply with the income calculation provisions of the Social Security Act 1991; kept going until November 2019. | Royal Commission into the Robodebt Scheme (Australia) | Public sector | Citizen services & permits | Incident | 2023-07-07 | Source ↗ |
| Noy and Zhang: ChatGPT cuts professional writing task time 40% and raises quality 18%Online experiment on writing tasks; abstract figures via Stanford SCALE listing of the Science paper. Result: 453 college-educated professionals; time down 40%; output quality up 18%; 2x as likely to use ChatGPT in real job two weeks later. | MIT (Noy and Zhang) | – | Learning & performance | Study | 2023-07 | Source ↗ |
| CFPB: all top-10 US banks use chatbots; 98 million users in 2022CFPB issue spotlight. Cites industry estimates of about $8 billion annual savings (about $0.70 per interaction) and one survey where 80% of consumers left more frustrated; warns of 'doom loops', inaccurate information and legal liability. Cost and survey figures are third-party numbers quoted by the CFPB. Result: 98 million users (about 37% of US population) engaged with a bank chatbot in 2022; all top 10 US commercial banks use chatbots. | US Consumer Financial Protection Bureau | Banking & financial services | Customer support | Study | 2023-06-06 | Source ↗ |
| Panasonic Connect rolls out ConnectAI to 12,500 employees: 55,380 questions in month onePublished by Microsoft, a vendor with an interest. Rolled out 17 Feb 2023; Microsoft's article itself notes productivity impact is so far anecdotal. Result: About 12,500 employees with access; 55,380 questions in first month; legal review cut from about 1 hour to under 10 minutes (employee report). | Panasonic Connect (Japan) | – | Research & knowledge work | Deployment | 2023-05-11 | Source ↗ |
| Walmart's AI supplier negotiations: about 3% savings, 75% of suppliers prefer the botsecondary: Engadget relaying Walmart statements to Bloomberg (26 April 2023). Dated but still the best-known procurement deployment; vendor and customer self-reported, deal count and payment terms not stated, and the 3% figure is not explicitly attributed on the page. Result: About 3% savings on contracts; three in four suppliers prefer negotiating with the AI. | Walmart (with Pactum) | Retail & e-commerce | Procurement | Deployment | 2023-04-28 | Source ↗ |
| Brynjolfsson Li Raymond: AI assistant lifts support productivity 14% (34% for novices)Field study of a real deployment at one Fortune 500 software firm. Older than 2025 but the most-cited measured before/after; NBER page opened (revised Nov 2023). Result: ~14% more issues resolved per hour on average and ~34% for novice or low-skilled agents; 5,179 customer support agents, staggered rollout. | NBER (Stanford and MIT authors) | Software & IT services | Customer support | Study | 2023-04-24 | Source ↗ |
| OECD employer and worker AI surveys: training and worker consultation associated with better outcomessecondary: abstract only, no figures retrieved. Surveys of employers and workers in manufacturing and finance across seven countries; training and consultation linked to better worker outcomes. | OECD (Broecke) | – | Learning & performance | Survey | 2023-03-27 | Source ↗ |
| Robodebt: 416,000 unlawful debts, $751 million repaid, $1.76bn wipedAutomated income-averaging debt raising. Figures from a Minister for Social Services statement; page credits the royal commission with nine weeks of hearings and more than 100 witnesses. Result: Unlawful debts issued to 416,000 Australians; at least 381,000 people repaid $751 million; debts worth $1.76bn cancelled; scheme ran July 2015 to November 2019. | Australian Government (Services Australia / Department of Social Services) | Public sector | Citizen services & permits | Incident | 2023-03-16 | Source ↗ |
| Netherlands Court of Audit: 6 of 9 government algorithms failed basic requirementsAudit using the Court's framework; issues included bias checks, outsourcing responsibilities and IT general controls. Police Criminality Anticipation System did not check for bias. Result: 3 of 9 audited algorithms met all basic requirements, 6 did not; 6 of 9 organisations did not know which staff had access to their algorithm and data. | Netherlands Court of Audit (Algemene Rekenkamer) | Public sector | Audit & tax | Study | 2022-05-18 | Source ↗ |
| Epic Sepsis Model missed 67% of sepsis cases at Michigan Medicinesecondary: external validation on about 38,500 hospitalizations (2,552 with sepsis), Dec 2018 to Oct 2019. The vendor model produced alerts on 18% of all hospitalised patients while missing 67% of sepsis patients. Often cited as the case for local validation of vendor clinical AI before go-live. Older evidence; Epic has since revised the model. Result: AUC 0.63 vs 0.76-0.83 claimed; sensitivity 33%; PPV 12%; alerts on 18% of patients. | Michigan Medicine (JAMA Internal Medicine, reported by Fierce Healthcare) | Healthcare & life sciences | Prior authorisation & revenue cycle | Study | 2021-06-22 | Source ↗ |
| IBM Watson Health failure: marketing ran ahead of the sciencesecondary: STAT analysis of why IBM's Watson Health was sold off. Argues IBM chose overly ambitious targets (cancer treatment, drug discovery) without deep scientific engagement and 'let the marketing get ahead of itself'. Remainder of article paywalled; sale price and investment not confirmed here. Result: No figures on open portion of page. | IBM Watson Health (STAT) | Healthcare & life sciences | – | Incident | 2021-03-10 | Source ↗ |
| Netherlands Court of Audit 2021: dozens of government algorithms, none fully self-learningFirst Court of Audit review of central-government algorithms; recommends common definitions, quality requirements and continuous monitoring. Less quantitative than the 2022 audit. Result: Ministries supplied 'many dozens of algorithms'; no fully self-learning algorithms found; government interests central rather than citizens' interests. | Netherlands Court of Audit (Algemene Rekenkamer) | Public sector | Audit & tax | Study | 2021-01-26 | Source ↗ |
| Michigan unemployment fraud system wrong 93% of the time in state reviewsecondary: Michigan Public report on a state review; number of cases reviewed is not stated on the page. Result: State review found the automated system was wrong 93% of the time; system flagged 53,633 fraud cases between late 2013 and mid-2015. | Michigan Unemployment Insurance Agency (MiDAS) | Public sector | KYC, AML & compliance | Incident | 2016-12-16 | Source ↗ |