The working surface
Explore the full record
Every case in the dataset, with the charts, filters, and comparison tools. The narrative briefing lives on the front page; this page is for working the data.
01The shape of the dataset
Which functions, how credible, and when it accelerated
Three views of the same 54 cases. Which HR functions get named, how credible the AI attribution is, and the quarterly timeline showing when the pace shifted.
Which HR functions get named
Full datasetCases where the company named a specific HR function in its own disclosure. Cases that never named a function are excluded, so this counts disclosure, not total impact.
How credible is the AI attribution?
Full datasetThe signal-vs-noise breakdown. Verified requires all three: named tool, measurable workflow or headcount change, executive on the record in a Tier 1 outlet or filing. Two documented exceptions are set out in the methodology.
Your sector, compared
Every sector in the record, with how many cases it holds, how many pass every test, the middle announcement's share of workforce, and the tools companies named. A median needs at least three cases to appear.
| Sector | Cases | Verified | Median share | Reversals | Tools named |
|---|
How big a bite each announcement takes
Full datasetEvery case that discloses both a headcount and a company size, placed by how large the employer is and how much of its workforce the announcement covers, coloured by credibility tier. The horizontal axis is logarithmic: these employers run from about a thousand people to over two million.
This record against the national count
Full datasetChallenger, Gray & Christmas counts US job cuts attributed to AI. This record counts the roles in each case it grades, split by whether the company made the attribution or we did. US cases only, so the two sides count the same country.
Announcements by quarter
Cases in this dataset, bucketed by the quarter of first public announcement, colored by credibility tier. Multi-year programs (BT Group's plan through 2030, UPS 2024, etc.) are placed in the first quarter of their announced start. The pattern is a slow trickle from 2023Q2 through 2024, sustained volume across 2025, then a step-change in 2026H1. The volume grew and the evidence did not: Verified has never exceeded one case in any quarter.
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Projection method: 4-quarter rolling average of the trailing period, extended forward with a small growth factor and split proportionally across credibility tiers by their current share. Not a forecast. Illustrative only.
Weight
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Overlays
Projection Linear projection of the trailing 4-quarter average, split proportionally across credibility tiers. Not a forecast. Illustrative of current pace, subject to reversal signals in the watchlist.
The observation window opens in Jan 2021, two years before ChatGPT, and holds no qualifying case before Apr 2023. 35 of 54 cases are Technology companies; the watch list is where other sectors are appearing first.
Cite this chart
Future Fluent HR, AI Workforce Impact Dashboard, updated Jul 2026. futurefluenthr.ai
Industry heatmap by quarter
02The full record
Company-by-company, with the action behind each row
Sort any column. Click any row to expand role-shift detail, the credibility note, what this means for your role, and primary sources.
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Credibility scale
Tap any tier for the definition
How we grade credibility
Verified. A named AI tool, a measurable workflow or headcount change, and an executive on the record in a Tier 1 outlet (Reuters, Bloomberg, WSJ, CNBC, FT) or SEC filing. All three elements present.
Reported. Credible Tier 1 press attribution, but one of the three Verified elements is missing or paraphrased.
Inferred. The AI attribution is partial or directional, supported by public disclosure but not fully confirmed. A credible outlet, filing, or industry analyst connects the workforce decision to AI adoption, but neither the company nor a named executive has confirmed the linkage.
Two documented exceptions. HP Inc. and Cloudflare are graded Verified without a named AI tool. Neither names one anywhere, but the SEC filings of both causally join AI to the workforce reduction, which is the test: HP states that AI efficiencies are what enable the reduction and names the 4,000 to 6,000 in the same plan, and Cloudflare defines its plan by its evolution to an agentic AI-first operating model and calls the cut “our related recent workforce reduction.” The two are not equally strong, and the difference is worth stating. HP’s filing carries the number as well as the link. Cloudflare’s carries the link only: no headcount figure appears alongside its AI language anywhere in the 10-Q, and the size of that cut, about 1,100 people or 20%, comes from Cloudflare’s own announcement rather than from the filing. We judged a filed causal statement to be stronger evidence than a product name. That test is narrow on purpose. Oracle and E.W. Scripps were re-reviewed against it and stay Reported, because neither filing makes the causal join at all: Oracle names no AI share of its 21,000, and Scripps mentions AI and the 268 job eliminations separately without connecting them. A named tool does not have to be a product a company sells: IBM is Verified on AskHR, the agent it built for its own HR function, the same way monday.com is Verified on the platform it does sell. Groupon named Project Foundry and still sits at Reported, because a September 2026 sourcing audit found the programme attaches to a later phase of the plan rather than to the 400 roles, so no named tool is tied to the reduction itself. The exceptions are recorded here, and on each row, so they are visible rather than left for a reader to notice.
Reversals are tracked only when publicly announced. Full editorial standards, corrections policy, and contact live in the footer note.
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| IBMAskHR automated 94% of routine HR queries; ~200 HR roles eliminated. The clearest named-tool-replaces-named-HR-workflow case in the dataset. | 270kEnterprise | TechnologySoftware | May 2025 | 1.0% | HR Operations/Shared Services; Payroll; HR Business Partner (HRBP) | AskHR AI agent (IBM-built); AskIT agent; IBM internal LLM | Verified | Yes | |
| KlarnaCustomer service was the named target; HR Ops framing came later. Now the canonical AI reversal case. | 4kMid-market | Financial ServicesFintech | Feb 2024 | 22.0% | HR Operations/Shared Services; Broader workforce (customer service) | OpenAI / ChatGPT Enterprise (powered customer service chatbot) | Reported | Partial | |
| DuolingoContent and translation contractors were replaced by AI; HR itself wasn't the target. | 830SMB | TechnologyEdTech | Apr 2025 | n/d | n/d | Broader workforce (content & translation contractors) | AI tools (not specified by name; internal LLM tools) | Reported | Partial |
| ShopifyAI-first hiring policy constrains recruiting, but the workforce impact is enterprise-wide. | 8kMid-market | TechnologyE-Commerce | Apr 2025 | n/d | n/d | Recruitment/Talent Acquisition; Broader workforce (AI-first hiring constraint) | Shopify Magic; Sidekick chatbot; AI agents (vendor not specified) | Reported | Partial |
| SalesforceAgentforce cuts hit customer support and marketing primarily; HR Ops shows up as a secondary effect. | 76kEnterprise | TechnologyEnterprise Software | Sep 2025 | 4.0% | HR Operations/Shared Services; Broader workforce (customer support) | Agentforce (Salesforce proprietary AI agent platform) | Verified | Yes | |
| Google / AlphabetPeople Operations voluntary buyouts named specifically, but part of a much larger enterprise reduction. | 183kEnterprise | TechnologySoftware | 2024-2025 (multiple waves) | n/d | n/d | HR Operations/Shared Services (People Operations voluntary buyouts); Broader workforce | Google Gemini AI; AI Overviews; internal AI infrastructure (not disclosed for HR specifically) | Inferred | Partial |
| MicrosoftEngineering, product, LinkedIn, gaming and management layers; HR not specifically named. | 228kEnterprise | TechnologySoftware | 2025 (multiple waves) | 8.0% | Broader workforce (engineering, product, LinkedIn, gaming; HR not specifically named); management layers reduced | Microsoft Copilot (internal deployment); Azure AI infrastructure; Microsoft Elevate upskilling program | Reported | Yes | |
| MetaZuckerberg specifically said recruiting was 'eliminated first', but the bulk of the wave was engineering and middle management. | 74kEnterprise | TechnologySocial Media | 2025-2026 (multiple waves) | 5.0% | Broader workforce (recruiting eliminated first per Zuckerberg; mid-management; sales support; content moderation) | Internal Meta AI / Llama models; Meta AI assistant | Reported | Yes | |
| AmazonHR division was specifically cut ~15%, alongside broader corporate workforce reductions. | 1.5MEnterprise | TechnologyE-Commerce | Oct 2025 | 4.0% | Broader workforce; HR Operations/Shared Services (HR division specifically cut ~15%) | Internal generative AI agents; AWS AI services (vendor not externally specified for internal HR use) | Reported | Yes | |
| DropboxCore cloud storage business restructure around AI product; HR not called out. | 3kMid-market | TechnologySoftware | Oct 2024 | 20.0% | Broader workforce (core cloud storage business; AI product reorg) | None named by Dropbox in connection with the reduction. Dash is the product strategy the memo says the company is building toward, not a stated cause | Inferred | Partial | |
| BT GroupHR Operations named in the mix but customer service and network automation are the primary drivers. | 100kEnterprise | Telecom | May 2023 (announced; ongoing through 2030) | n/d | Broader workforce; HR Operations/Shared Services; customer service roles | AI-enabled network automation; generative AI chatbot (Amy); dark NOC automation; AI network planning tools | Reported | Partial | |
| VodafoneCustomer-facing and HQ roles across markets; HR not specifically targeted. | 90kEnterprise | Telecom | May 2023 (announced; 3-year plan) | 10.5% | Broader workforce (UK HQ and other markets; customer-facing roles) | AI/automation tools (specific vendors not disclosed publicly) | Inferred | Partial | |
| UPS (2025 wave)Operations and management layers absorbed the cuts. HR relevance is the scale and the automation backdrop, not an attributed AI cause. | 490kEnterprise | Logistics | Oct 2025 | 10.0% | Operations and package handling; management layers; Workforce planning | No AI system is tied to this reduction. The underlying automation is real and named: Network of the Future facility automation, with about 66% of volume moving through automated facilities and roughly 400 facilities partly or fully automated | Inferred | Partial | |
| WorkdayAn HR software company cutting its own workforce; symbolically HR-relevant but the roles cut are Workday's engineering and operations. | 20kEnterprise | TechnologyHR Software | Feb 2025 | 8.5% | Broader workforce (internal restructuring; HR software company cutting own roles) | No internal tool is evidenced. Workday sells AI agents and AI-assisted HR workflows, and the row previously implied internal use of its own product, which no source establishes | Reported | Yes | |
| SAPHiring freeze on all non-AI roles; enterprise-wide reallocation, HR not the specific target. | 108kEnterprise | TechnologyEnterprise Software | Jan 2024 | 7.4% | Broader workforce (role transformation across functions; headcount stable end-2024) | SAP Business AI; ChatGPT integration into SAP suite (OpenAI partnership); SAP Joule AI copilot | Verified | Yes | |
| CiscoNetworking, security, collaboration engineering; not HR-specific. | 90kEnterprise | TechnologyNetworking | 2024 (two waves); May 2026 (third wave) | 7.0% | Broader workforce (networking, security, collaboration; not HR-specific) | Cisco CIRCUIT AI assistant (8M quarterly interactions; near-universal employee adoption); Cisco IQ AI delivery engine; AI networking infrastructure | Reported | Partial | |
| AccentureL&D and HR Ops are central to the restructure via LearnVantage and internal AI platforms; reskilling IS the strategy. | 774kEnterprise | ConsultingIT Services | 2025 (two major waves) | 2.7% | Broader workforce; L&D (upskilling/reskilling central to strategy); HR Operations | Accenture AI platforms; LearnVantage (reskilling platform); Aidemy Inc (acquired for reskilling); NeuraFlash (Agentic AI) | Inferred | Yes | |
| CitigroupHR Operations named alongside middle office, operations, compliance, technology in a 140k-employee AI rollout. | 219kEnterprise | Financial ServicesBanking | 2024-2026 (multiyear) | 10.0% | HR Operations/Shared Services; Broader workforce (middle office; operations; compliance; technology) | Citi AI tools (internal; specific vendor not disclosed publicly); AI automation across 8 countries for 140000 employees | Reported | Yes | |
| NestléHR shared services in the mix, but white-collar and middle management are the primary cuts. | 277kEnterprise | ConsumerFood & Beverage | Oct 2025 | 6.0% | HR Operations/Shared Services; Broader workforce (white-collar; middle management; admin) | None named. Nestlé's release says automating our processes; neither the release nor the cited coverage uses the words artificial intelligence or AI | Inferred | Partial | |
| Recruit Holdings (Indeed / Glassdoor)1,300 roles cut, ~6% of the HR Technology segment (Indeed/Glassdoor). Reuters reported no specific reason for the cuts. Proprietary job-matching AI is a category rather than a single named tool replacing a single named workflow. | 62kEnterprise | TechnologyHR Software | Jul 2025 | 6.0% | Recruitment/Talent Acquisition; HR Operations/Shared Services; L&D (people & sustainability functions) | AI-powered job matching (proprietary; matches job every 2.2 seconds); AI-written code (1/3 now; targeting 1/2); Glassdoor absorbed into Indeed | Reported | Yes | |
| PaycomApproximately 500 back-office payroll roles eliminated. Company statement cited AI-driven technologies and advanced automation. No executive named a specific AI tool in connection with the reduction. | 7kMid-market | TechnologyHR Software | Oct 2025 | 8.0% | Payroll; HR Operations/Shared Services | Not named; Paycom internal AI-driven automation (Beti is a client-facing product; not attributed to the internal restructuring by any Paycom executive on the record) | Reported | Yes | |
| Goldman SachsOneGS 3.0 impacts include HR Ops but Socrates AI and analyst-level automation are the enterprise story. | 47kEnterprise | Financial ServicesInvestment Banking | Nov 2025 (ongoing) | n/d | n/d | Broader workforce; HR Operations (OneGS 3.0 initiative impacts) | Goldman internal AI tools (Socrates AI platform performing analyst-level tasks) | Inferred | Partial |
| CrowdstrikeBroad workforce AI efficiency cited; HR not called out. | 10kEnterprise | TechnologyCybersecurity | May 2025 | 5.0% | Broader workforce (AI efficiency cited) | Internal AI across go-to-market, product engineering and back office. No product or vendor is named; Kurtz describes the effect on the hiring curve rather than the system producing it | Reported | Not disclosed | |
| Dropbox (2023 round)Strategic AI pivot preparation across the company; HR not specifically named. | 3kMid-market | TechnologySoftware | Apr 2023 | 16.0% | Broader workforce (AI strategic pivot preparation; not HR-specific) | Dropbox Dash AI (early investment stage); OpenAI partnership | Reported | Partial | |
| Oracle21,000 cut across unspecified functions per 10-K; HR not specifically named. | 159kEnterprise | TechnologySoftware | Jun 2026 | 13.0% | Broad restructuring (unspecified functions), AI data center realignment | AI data centers / internal AI adoption (unspecified vendor) | Reported | Yes | |
| Meta (2026 wave)Middle management and non-AI product teams redeployed to AI research; enterprise-wide, not HR-targeted. | 74kEnterprise | TechnologySoftware | May 2026 | 10.0% | Middle management, non-AI product teams; redeployment to AI research and applied AI | None named as the mechanism. Meta AI and Llama are the products the restructuring funds, and no source identifies a system that absorbed the eliminated work | Reported | Yes | |
| PayPalFunction-by-function redesign with a dedicated AI transformation team; HR is one of many functions being redesigned. | 24kEnterprise | Financial ServicesFintech | May 2026 | 20.0% | Development, customer service, support, risk management | AI transformation program (multi-tool, unspecified vendor stack) | Reported | Yes | |
| SnapBroad reduction citing 'repetitive work'; HR not specifically targeted. | 5kMid-market | TechnologySocial Media | Apr 2026 | 16.0% | Broad reduction; AI enables 'reduced repetitive work' | AI agents (internal), unspecified vendor | Reported | Yes | |
| CoinbaseMiddle management delayering and engineering restructuring to 'AI-native pods'; HR not called out. | 4kMid-market | Financial ServicesCrypto | May 2026 | 14.0% | Middle management delayering, engineering restructuring toward 'AI-native pods' | No single internal tool is named. Armstrong describes the operating model rather than the software: AI-native pods built around "AI-native talent who can manage fleets of agents", with reduced pod sizes including one-person teams spanning engineering, design and product. Follow-on trade coverage has cited coding assistants including Cursor and Claude Code, which is secondary reporting and not re-verified here | Reported | Yes | |
| Block40% workforce reduction with 'smaller and flatter teams' framing; HR is a function inside the broader rebuild. | 13kEnterprise | Financial ServicesFintech | Feb 2026 | 40.0% | Broad; 'smaller and flatter teams' | Internal "intelligence tools we're creating and using", named as a category by Dorsey rather than as a product. No vendor or system name is given, and Square, Cash App and Afterpay are the customer-facing products rather than the internal stack | Reported | Yes | |
| CloudflarePrince named the affected functions: middle management, finance, legal, auditing, revenue recognition. HR not on that list. | 4kMid-market | TechnologySoftware | May 2026 | 20.0% | Middle management, finance, legal, internal auditing, revenue recognition ('measurers') | Not named as a product. Cloudflare names the destination rather than the tool: an "agentic AI-first operating model" and "our use of artificial intelligence (AI) and other automation tools and resources". The company separately reported internal AI usage rising about 600% over three months | Verified | Yes | |
| AtlassianSkill mix rebalancing across the company; HR not specifically targeted. | 12kEnterprise | TechnologySoftware | Mar 2026 | 10.0% | Not disclosed by function in the announcement, but more than 900 of the 1,600 roles, over half, came from software research and development. CTO Rajeev Rajan stepped down on Mar 31, 2026 | Rovo (Atlassian's AI agent platform), internal AI | Verified | Yes | |
| WixFront-end engineering and product cuts around Base44 AI-native pivot; HR not called out. | 6kMid-market | TechnologySoftware | May 2026 | 20.0% | Front-end engineering, product; broad AI-native restructure | Base44 AI app builder (acquired 2025); internal AI-native pivot | Reported | Yes | |
| DellCorporate, sales, services, and G&A functions cut to fund AI server infrastructure. HR not specifically named. | 108kEnterprise | TechnologyHardware | Mar 2026 | 10.0% | Corporate; sales; services; legacy hardware; general and administrative | AI-optimized server pivot (Dell sells AI infrastructure; the AI Factory platform is a product, not an internal deployment). No internal AI system is named, and none is tied to the reduction | Inferred | Partial | |
| Salesforce (2026 wave)Agentforce automates customer support (a shared-services-adjacent function). HR itself not the primary target of this specific round. | 76kEnterprise | TechnologyEnterprise Software | Feb 2026 | 1.3% | Marketing; product management; data analytics; Agentforce team; Heroku; MuleSoft | Agentforce (Salesforce proprietary AI agent platform) | Reported | Yes | |
| Thomson ReutersEngineering roles affected; HR function not specifically named. Net effect is skills rebalancing (250+ planned AI-native hires). | 26kEnterprise | TechnologyInformation services / Legal tech | Jul 2026 | n/d | Broader workforce (engineering roles cut; AI-native senior engineering rehiring) | Not named; internal AI deployment across content, tax, legal, and regulatory workflows (vendor not disclosed) | Reported | Yes | |
| monday.comHR function not specifically named. Product and go-to-market roles tied to the seat-based model absorbed the cuts; HR relevance is the rotation mechanics, not an HR-org reduction. | 3kMid-market | TechnologyEnterprise Software | Jul 2026 | 20.0% | Broader workforce (roles tied to seat-based project management and human workflow coordination); concurrent hiring in AI engineering, agent workflow design, and enterprise AI sales | monday AI Work Platform (own product): customizable AI agents, no-code app builder, workflow automation, and a reporting chatbot. The company separately discloses its own internal adoption, attributing surplus office space to "the Company's adoption of AI-driven productivity tools and a resulting revision to its long-term hiring plans" | Verified | Yes | |
| UberCustomer support roles, not HR roles. Included because it is the first AI-attributed workforce decision at a gig-economy platform and the support function is a leading indicator for shared-services automation. | 34kEnterprise | TechnologyRide-hailing / Mobility | Jul 2026 | 10.0% | n/d | Customer support / Community Operations (global contact center and support operations across markets and languages) | Not named; AI adoption across customer support workflows (vendor not disclosed) | Reported | Partial |
| VisaTechnology and product roles, not HR roles. Included because it is the largest single AI-framed cut at a payments network to date and because the memo-versus-filing divergence is a reusable diligence lesson for HR. | 34kEnterprise | Financial ServicesPayments | Jul 2026 | 7.0% | Technology and product organizations absorbed the bulk of the reductions; cuts were global rather than confined to one site | Not named. CEO Ryan McInerney's memo and the fiscal Q3 2026 earnings call reference AI in general terms; no internal tool, platform, or vendor is identified anywhere in the coverage or the filing. | Reported | Partial | |
| ServiceNowHR function not named. Customer-facing, engineering, and QA roles absorbed the cuts; HR relevance is the flat-headcount rotation mechanic and the no-backfill attrition policy. | 29kEnterprise | TechnologyEnterprise Software | Jul 2026 | n/d | n/d | Customer-facing roles, engineering, and QA; the San Diego cuts skewed toward senior and director levels. Concurrent hiring for AI-focused skills. | Not named for the reductions. ServiceNow sells Now Assist and AI Agents and has said its platform "is generating real AI efficiencies inside our own business," but no tool is tied to the eliminated roles on the record. | Inferred | Yes |
| JPMorgan ChaseOperations and account services are the named targets, so the cuts are back-office transaction processing rather than HR headcount. HR Ops sits in scope through Erica for Employees and through owning the redeployment and reskilling programs the bank is relying on. | 317kEnterprise | Financial ServicesBanking | 2025-2026 (multiyear) | 10.0% | n/d | HR Operations/Shared Services (Erica for Employees; redeployment and reskilling machinery); Broader workforce (operations, account services, back-office transaction processing) | LLM Suite (proprietary in-house GenAI platform, used weekly by roughly 150,000 of 300,000+ employees as of July 2026); Erica for Employees (internal HR and IT assistant); agentic AI in next-phase deployment | Inferred | Yes |
| E.W. ScrippsNo HR-function cut is disclosed. The reductions land in newsroom production and local sales as the company centralizes digital production into hubs. | 5kMid-market | MediaBroadcasting | Aug 2026 | 6.0% | Local newsroom production (producers and directors), centralized digital production, newsgathering, and local sales. Stations named in reporting include WXYZ Detroit and Fox 17 Grand Rapids, plus stations in New York, Nebraska, Oklahoma, Texas, Colorado Springs and Twin Falls | Not named. The CEO cites "today's most advanced technology, AI and automation"; reporting describes AI systems built by Scripps employees and automated production workflows | Reported | Yes | |
| NIQ (NielsenIQ)No HR-function cut is disclosed. The named areas are customer support, engineering, SMB seller administration and Global Operations data coding, all inside SG&A. | 39kEnterprise | TechnologyInformation services / Consumer intelligence | Feb 2026 (approved); disclosed through Aug 2026 | n/d | n/d | Selling, general and administrative functions, with the company naming customer support, engineering, seller administration (SMB associates) and Global Operations data coding as the areas where automation scaled | New Item Path, an in-house AI-powered coding system built by NIQ Global Operations to augment third-party data coverage; SMB AI Agent, rolled out across hundreds of SMB associates to automate seller administration; scaled automation across customer support and engineering | Reported | Yes |
| Rapid7No HR-function cut disclosed and no functional breakdown given. Rapid7 names only the alignment to Core Platform Solutions. | 3kMid-market | TechnologyCybersecurity | Aug 2026 | 12.0% | Not disclosed by function. Rapid7 says the plan simplifies the organizational structure and aligns teams with its Core Platform Solutions, which implies roles attached to non-core product lines. Position eliminations are staged by country subject to local consultation requirements | Rapid7 Agentic SOC workflows, which integrate frontier models under OpenAI's Trusted Access for Cyber program and Anthropic's Project Glasswing. Rapid7 disclosed in May 2026 that this cut false-positive queue times by 25%. No AI system is named as absorbing the eliminated roles | Reported | Partial | |
| Commonwealth Bank of AustraliaThe AI-attributed reduction lands on outsourced customer chat support, outside CBA's own headcount. HR roles do appear in the separate July 2026 redundancy round counted by the Finance Sector Union, but that round is not specifically AI-attributed. | 52kEnterprise | Financial ServicesBanking | Jul 2026 | n/d | n/d | Offshore customer chat support, performed by contractors employed by Nutun in Johannesburg. The separately counted July 2026 CBA redundancies fall in technology, operations and HR | Hey CommBank, the bank's generative AI chatbot launched in late 2024, running on an AI-powered messaging platform built with Microsoft that triages and resolves customer queries. CBA appointed Ranil Boteju as chief AI officer in early 2026 | Reported | Yes |
| HP Inc.No HR-function cut is disclosed. The named areas are product development, internal operations, customer support and administration. HR relevance is the delivery mechanism, an Enhanced Early Retirement program running alongside involuntary severance across three fiscal years. | 55kEnterprise | TechnologyHardware | Nov 2025 (announced; through fiscal 2028) | 9.0% | Product development, internal operations, customer support and administrative functions. CEO Enrique Lores told Bloomberg the savings come from applying AI tools to product development, customer support, sales and manufacturing | No product or vendor is named. HP's own filings describe internal deployments: AI integrated into the channel partner experience, and AI agents scaled in supply chain operations. Artificial intelligence adoption and enablement costs are booked inside the restructuring plan itself, under other charges | Verified | Yes | |
| HDFC BankThe headcount movement is in non-supervisory and back-office operational roles, not HR. HR is nonetheless a named deployment site for the bank's generative AI: onboarding, salary account opening, compensation management and recognition programmes all run GenAI, and the GenAI Academy put more than 50,600 employees through training. | 211kEnterprise | Financial ServicesBanking | Mar 2026 (fiscal year end; disclosed Jul 2026) | 1.6% | Non-supervisory and back-office operational roles. The bank's own Lighthouse programs name the work that was automated: customer query handling and intent detection, credit card straight-through processing, trade processing classification, MSME working-capital lending and retail assets | Neev, the bank's unified enterprise GenAI platform, plus an AI-assisted trade classification tool deployed enterprise-wide, and Microsoft Copilot (2,100+ employees trained). Generative AI was also built into HR processes including onboarding, salary account opening, compensation management and recognition. More than 50,600 employees went through the bank's GenAI Academy | Inferred | Partial | |
| UnileverMainly office-based and back-office roles, so HR Operations and workforce planning sit inside the affected population, but no HR function is named as a target and no AI system is tied to the eliminated work. | 128kEnterprise | ConsumerFMCG | Mar 2024 | 5.9% | Mainly office-based and back-office roles across the group, concentrated in Europe; management layers and duplicated category functions | Named, but not tied to the reduction. Accenture GenWizard under a multi-year generative AI productivity partnership expanded Sep 5, 2024, and CEO Hein Schumacher has said Unilever already had 500 AI applications deployed "helping them reach new levels of efficiency". Neither is connected by the company to the 7,500 roles | Reported | Partial | |
| Expedia GroupNo HR-function cut is disclosed. The affected organization is product and technology, roughly 8,000 of about 16,000 employees. The HR relevance is org design rather than headcount: a leadership delayering, a rebuild around small end-to-end squads, and promotion of four senior directors into the vacated vice president layer. | 16kEnterprise | TechnologyE-Commerce | Aug 2026 | n/d | Product and technology. The named departures cover checkout, payments, fraud and risk, post-booking self-service, pricing, lodging, data platform and travel platform. Responsibilities were redistributed to remaining technology executives, the chief information security officer and Finance rather than backfilled | No product or vendor is named. The memo commits to making "AI and Machine Learning part of every mission" and consolidates "Data, AI, and Agentic platforms" under Xavier Amatriain, the former Google AI executive Expedia appointed as its first chief AI and data officer in December 2025. Expedia's CFO has separately said AI agents handle more than half of customer queries, and the company was a launch partner when OpenAI opened ChatGPT to outside apps | Inferred | Yes | |
| PinterestNo HR-function cut is disclosed. The reduction is company-wide with sales and go-to-market named as a transformation target and engineers reported among those affected. HR relevance is twofold: a simultaneous reduction and AI-skills hiring program running through the same restructuring, and the internal communications failure around who had been let go. | 5kMid-market | TechnologySocial Media | Jan 2026 | 15.0% | Not broken out by the company. The 8-K names sales and go-to-market as a transformation target and says resources are being reallocated to "AI-focused roles and teams that drive AI adoption and execution." Trade coverage reported engineers among those cut. Pinterest said separately that the organizational changes include hiring AI-proficient talent, so this is a partial substitution of one skill profile for another rather than a straight subtraction | No vendor product is named. Pinterest's own consumer AI surfaces are the nearest thing to a named tool: Pinterest Assistant, a shopping recommendation feature, and AI-powered updates to user boards, both introduced in October 2025. Neither is presented by the company as the thing that absorbed the eliminated work | Reported | Yes | |
| GrouponNo HR-function cut is disclosed. The reduction spans functions globally and mixes employees with contractors. HR relevance is the disclosed reinvestment commitment, up to half of 2026 savings going to marketing, AI infrastructure and talent density, and a pre-announced second phase running to the end of 2027 that survivors can read in the filing. | 2kMid-market | TechnologyE-Commerce | May 2026 | 23.0% | Not broken out. The filing describes embedding AI agents across "every function" under Project Foundry and flags "additional material cost-reduction and automation actions related to Project Foundry" as a second phase still requiring board approval, targeted for completion by the end of 2027 | Project Foundry, Groupon's named programme for embedding AI agents into the core of every function. It is built and run internally rather than bought, and Groupon names no third-party model or platform beneath it, but the 8-K attaches the plan's "additional material cost-reduction and automation actions" to Project Foundry by name. | Reported | Yes | |
| ClickUpNo HR-function cut is disclosed. The reduction is company-wide and the disclosed detail is structural rather than functional. HR relevance is unusually high for a case this size: an explicit three-part role taxonomy built around who operates AI systems, and a compensation redesign announced simultaneously with the reduction that routes the savings into uncapped individual bands. | 1kMid-market | TechnologyEnterprise Software | May 2026 | 22.0% | Not broken out by role. ClickUp described the target structure instead: three groups, builders and system managers who build and operate AI systems, and front-liners who hold customer relationships. The implication is that coordination and execution roles that fell outside those three categories were the ones removed | No third-party model or vendor is named. ClickUp says it runs roughly 3,000 internal AI agents across its departments, about a 3:1 ratio of agents to remaining employees, with one manager reported as overseeing 37 agents. The agents are built on ClickUp's own platform and none is named individually | Reported | Yes | |
| Allianz PartnersCustomer service and claims roles, not HR roles. Included because it is the largest AI-attributed reduction yet recorded at a European insurer and because phone-based service and claims handling is the clearest leading indicator in the dataset for shared-services and HR-operations automation. The works council route also makes it the dataset's reference case for what an AI reduction looks like under co-determination. | 23kEnterprise | InsuranceTravel and Assistance Insurance | Jul 2026 | 7.3% | Customer service and claims handling, overwhelmingly call-centre roles. Allianz Partners describes the affected work as manual processes in customer enquiry handling and claims that AI is progressively automating. No HR-function roles are named | No tool, model or vendor is named. Allianz Partners describes the driver only as increasing automation of customer service and claims work using AI. This is the same gap that holds Oracle and E.W. Scripps at Reported: the attribution is explicit, the technology is not identified | Reported | Not disclosed | |
| ERGO GroupTelephony and claims roles, not HR roles. Included because it is one of very few cases in the dataset where a reduction and a named retraining commitment were announced together, by the HR director, with the company stating on the record that the retraining reduced the size of the cut. It is the counterweight to Allianz Partners in the same sector and year, and the dataset's clearest example of AI substitution delivered through managed attrition rather than a layoff event. | 36kEnterprise | InsurancePrimary Insurance | Feb 2026 | 6.7% | Telephony and claims processing, specifically the simple and repetitive tasks within them. ERGO names call centres and claims handling as the affected areas. No HR-function roles are named, though the retraining half of the plan is an HR programme in substance | No tool, model or vendor is named. ERGO describes only the reinforced use of AI to automate simple and repetitive work in telephony and claims processing | Reported | Partial |
Each dot is one company. Position by announcement quarter and credibility tier, size by percent reduction, color by industry. Click any dot to open the case.