Statistical release · computed from the live corpus
Corpus insights
Computed statistics over the published corpus of enterprise AI use cases. Every figure has a stable anchor — cite the number, link the section.
Records are acquired source-led, not sampled. Distributions describe this corpus, not market shares.
1Corpus & verification
#corpus941
published use cases
941
linking a public source
941
pipeline-verified
0
not pipeline-verified
Pipeline-verified941
Not pipeline-verified0
Pipeline-verified: the record passed verification against its public source in the first-party pipeline (ledger begins 10 August 2026). For the remainder, no passing pipeline verification is on record.
2By industry
#industryFinancial Services139
Technology & Software119
Manufacturing84
Healthcare80
Retail79
Energy56
Government & Public Sector54
Media & Entertainment51
23 more industries account for 279 records.
3By AI capability
#capabilityGenerative AI376
Conversational AI255
Predictive Analytics233
Agentic AI200
Document Intelligence133
Machine Learning113
Recommendation & Personalization81
Computer Vision78
10 more capabilities account for 357 capability assignments.
4By country
#geography484
records with a stated country
457
country not stated by source
30
country hubs (3+ records)
45 more countries account for 179 records.
Country is recorded only when the source states it — records without one are counted, never guessed. Linked countries have a hub page.
5By deployment model
#deploymentPublic Cloud553
Unknown318
On-Premise39
Hybrid31
Derived from each record's deployment options; hybrid is the most specific claim. "Unknown" means the source did not state one.
6Outcome coverage
#outcomes77%
carry a quantified outcome (727 of 941)
Counted when the record's business-value field states a figure from its source. Qualitative outcomes are not counted, modelled ROI estimates are excluded, and outcome figures belong to their original sources — see the FAQ on verification.
7Publication cadence
#cadence- 17 Sept: 0; industries: none
- 18 Sept: 0; industries: none
- 19 Sept: 0; industries: none
- 20 Sept: 16; industries: Healthcare 3, Software Development 3, Cybersecurity 2, Retail 2, Technology & Software 2, Automotive 1, Financial Services 1, Insurance 1, Legal 1
- 21 Sept: 15; industries: Manufacturing 4, Retail 3, Technology & Software 3, Financial Services 2, Energy 1, Media & Entertainment 1, Transportation 1
- 22 Sept: 7; industries: Financial Services 3, Technology & Software 2, Manufacturing 1, Travel & Hospitality 1
- 23 Sept: 16; industries: Healthcare 4, Technology & Software 4, Education 2, Financial Services 2, Automotive 1, Energy 1, Government & Public Sector 1, Travel & Hospitality 1
- 24 Sept: 17; industries: Healthcare 4, Energy 3, Government & Public Sector 2, Technology & Software 2, Telecommunications 2, Consumer Goods 1, Life Sciences 1, Logistics 1, Retail 1
- 25 Sept: 16; industries: Technology & Software 6, Manufacturing 2, Media & Entertainment 2, Energy 1, Government & Public Sector 1, Insurance 1, Logistics 1, Real Estate 1, Retail 1
- 26 Sept: 17; industries: Healthcare 3, Consumer Goods 2, Insurance 2, Manufacturing 2, Professional Services 2, Construction 1, Financial Services 1, Marketing 1, Media & Entertainment 1, Retail 1, Technology & Software 1
- 27 Sept: 20; industries: Financial Services 3, Media & Entertainment 3, Technology & Software 3, Healthcare 2, Manufacturing 2, Retail 2, Energy 1, Government & Public Sector 1, Legal 1, Real Estate 1, Travel & Hospitality 1
- 28 Sept: 18; industries: Healthcare 5, Technology & Software 4, Financial Services 2, Manufacturing 2, Energy 1, Life Sciences 1, Logistics 1, Media & Entertainment 1, Retail 1
- 29 Sept: 19; industries: Retail 5, Technology & Software 3, Education 2, Energy 2, Financial Services 2, Media & Entertainment 2, Government & Public Sector 1, Marketing 1, Real Estate 1
- 30 Sept: 4; industries: Retail 2, Energy 1, Media & Entertainment 1
- 1 Oct: 19; industries: Financial Services 3, Healthcare 3, Energy 2, Media & Entertainment 2, Agriculture 1, Consumer Goods 1, Government & Public Sector 1, Insurance 1, Manufacturing 1, Pharmaceuticals 1, Retail 1, Telecommunications 1, Transportation 1
- 2 Oct: 12; industries: Government & Public Sector 2, Transportation 2, Automotive 1, Construction 1, Consumer Goods 1, Financial Services 1, Healthcare 1, Insurance 1, Retail 1, Telecommunications 1
- 3 Oct: 4; industries: Energy 1, Financial Services 1, Manufacturing 1, Technology & Software 1
- 4 Oct: 15; industries: Financial Services 3, Manufacturing 3, Healthcare 2, Professional Services 2, Technology & Software 2, Education 1, Government & Public Sector 1, Transportation 1
- 5 Oct: 18; industries: Financial Services 4, Technology & Software 4, Manufacturing 3, Cybersecurity 1, Energy 1, Government & Public Sector 1, Pharmaceuticals 1, Real Estate 1, Transportation 1, Travel & Hospitality 1
- 6 Oct: 5; industries: Financial Services 2, Education 1, Technology & Software 1, Travel & Hospitality 1
- 7 Oct: 16; industries: Manufacturing 3, Energy 2, Healthcare 2, Media & Entertainment 2, Aerospace & Defense 1, Automotive 1, Education 1, Government & Public Sector 1, Professional Services 1, Technology & Software 1, Transportation 1
- 8 Oct: 18; industries: Financial Services 4, Technology & Software 3, Manufacturing 2, Retail 2, Automotive 1, Healthcare 1, Human Resources 1, Insurance 1, Life Sciences 1, Telecommunications 1, Travel & Hospitality 1
- 9 Oct: 12; industries: Financial Services 4, Technology & Software 3, Government & Public Sector 2, Manufacturing 1, Professional Services 1, Travel & Hospitality 1
- 10 Oct: 6; industries: Retail 2, E-commerce 1, Energy 1, Insurance 1, Manufacturing 1
- 11 Oct: 10; industries: Manufacturing 3, Financial Services 2, Healthcare 1, Real Estate 1, Retail 1, Telecommunications 1, Transportation 1
- 12 Oct: 18; industries: Manufacturing 4, Insurance 3, Financial Services 2, Technology & Software 2, Automotive 1, Energy 1, Government & Public Sector 1, Healthcare 1, Legal 1, Retail 1, Smart Cities 1
- 13 Oct: 14; industries: Technology & Software 4, Energy 2, Retail 2, Financial Services 1, Government & Public Sector 1, Media & Entertainment 1, Professional Services 1, Real Estate 1, Travel & Hospitality 1
- 14 Oct: 13; industries: Technology & Software 3, Automotive 2, Retail 2, Education 1, Financial Services 1, Government & Public Sector 1, Healthcare 1, Professional Services 1, Telecommunications 1
- 15 Oct: 3; industries: Retail 1, Technology & Software 1, Travel & Hospitality 1
- 16 Oct: 11; industries: Government & Public Sector 7, Healthcare 2, Manufacturing 1, Technology & Software 1
Hover, focus or tap a bar for its industry split.
The last 30 UTC days, including days with no publications. Each bar splits the recorded total by industry. Choose a calendar month to inspect every day in that month.
Counts records with a recorded publication date. 0 records carry no trustworthy recorded publication date (import-time proxies and the odd unparseable date) and are disclosed here instead of being blended in.
8Industry × function coverage
#coverageCounts are function assignments, not records — a use case serving two functions appears in two cells. 202 of 941 records carry at least one canonical business function; the other 739 have no canonical function recorded.
Customer Service & SupportMarketingFinance & AccountingSupply Chain & LogisticsHuman ResourcesSalesManufacturing & ProductionLegal & ComplianceRisk & FraudIT & Software EngineeringResearch & DevelopmentProcurementFinancial Services1857Financial Services, Supply Chain & Logistics: 0 assignments064Financial Services, Manufacturing & Production: 0 assignments0482Financial Services, Research & Development: 0 assignments0Financial Services, Procurement: 0 assignments0Technology & Software8714653413Technology & Software, Research & Development: 0 assignments0Technology & Software, Procurement: 0 assignments0Manufacturing3148Manufacturing, Human Resources: 0 assignments05121Manufacturing, Risk & Fraud: 0 assignments0Manufacturing, IT & Software Engineering: 0 assignments0Manufacturing, Research & Development: 0 assignments02Retail4111715Retail, Manufacturing & Production: 0 assignments01Retail, Risk & Fraud: 0 assignments01Retail, Research & Development: 0 assignments0Retail, Procurement: 0 assignments0Healthcare3Healthcare, Marketing: 0 assignments05Healthcare, Supply Chain & Logistics: 0 assignments03Healthcare, Sales: 0 assignments0Healthcare, Manufacturing & Production: 0 assignments0Healthcare, Legal & Compliance: 0 assignments0Healthcare, Risk & Fraud: 0 assignments021Healthcare, Procurement: 0 assignments0Media & EntertainmentMedia & Entertainment, Customer Service & Support: 0 assignments072111Media & Entertainment, Manufacturing & Production: 0 assignments0Media & Entertainment, Legal & Compliance: 0 assignments0Media & Entertainment, Risk & Fraud: 0 assignments0Media & Entertainment, IT & Software Engineering: 0 assignments0Media & Entertainment, Research & Development: 0 assignments01Travel & Hospitality412Travel & Hospitality, Supply Chain & Logistics: 0 assignments01Travel & Hospitality, Sales: 0 assignments0Travel & Hospitality, Manufacturing & Production: 0 assignments0Travel & Hospitality, Legal & Compliance: 0 assignments0Travel & Hospitality, Risk & Fraud: 0 assignments0Travel & Hospitality, IT & Software Engineering: 0 assignments0Travel & Hospitality, Research & Development: 0 assignments0Travel & Hospitality, Procurement: 0 assignments0Energy11Energy, Finance & Accounting: 0 assignments021Energy, Sales: 0 assignments0Energy, Manufacturing & Production: 0 assignments0Energy, Legal & Compliance: 0 assignments01Energy, IT & Software Engineering: 0 assignments0Energy, Research & Development: 0 assignments01Professional Services121Professional Services, Supply Chain & Logistics: 0 assignments02Professional Services, Sales: 0 assignments0Professional Services, Manufacturing & Production: 0 assignments01Professional Services, Risk & Fraud: 0 assignments0Professional Services, IT & Software Engineering: 0 assignments0Professional Services, Research & Development: 0 assignments0Professional Services, Procurement: 0 assignments0Automotive1111Automotive, Human Resources: 0 assignments0Automotive, Sales: 0 assignments01Automotive, Legal & Compliance: 0 assignments0Automotive, Risk & Fraud: 0 assignments0Automotive, IT & Software Engineering: 0 assignments0Automotive, Research & Development: 0 assignments0Automotive, Procurement: 0 assignments0CybersecurityCybersecurity, Customer Service & Support: 0 assignments01Cybersecurity, Finance & Accounting: 0 assignments0Cybersecurity, Supply Chain & Logistics: 0 assignments0Cybersecurity, Human Resources: 0 assignments01Cybersecurity, Manufacturing & Production: 0 assignments012Cybersecurity, IT & Software Engineering: 0 assignments0Cybersecurity, Research & Development: 0 assignments0Cybersecurity, Procurement: 0 assignments0Government & Public Sector1Government & Public Sector, Marketing: 0 assignments01Government & Public Sector, Supply Chain & Logistics: 0 assignments01Government & Public Sector, Sales: 0 assignments0Government & Public Sector, Manufacturing & Production: 0 assignments0Government & Public Sector, Legal & Compliance: 0 assignments0Government & Public Sector, Risk & Fraud: 0 assignments0Government & Public Sector, IT & Software Engineering: 0 assignments011Telecommunications31Telecommunications, Finance & Accounting: 0 assignments0Telecommunications, Supply Chain & Logistics: 0 assignments01Telecommunications, Sales: 0 assignments0Telecommunications, Manufacturing & Production: 0 assignments0Telecommunications, Legal & Compliance: 0 assignments0Telecommunications, Risk & Fraud: 0 assignments0Telecommunications, IT & Software Engineering: 0 assignments0Telecommunications, Research & Development: 0 assignments0Telecommunications, Procurement: 0 assignments0Transportation1Transportation, Marketing: 0 assignments011Transportation, Human Resources: 0 assignments0Transportation, Sales: 0 assignments0Transportation, Manufacturing & Production: 0 assignments01Transportation, Risk & Fraud: 0 assignments01Transportation, Research & Development: 0 assignments0Transportation, Procurement: 0 assignments0Consumer Goods1Consumer Goods, Marketing: 0 assignments0Consumer Goods, Finance & Accounting: 0 assignments01Consumer Goods, Human Resources: 0 assignments011Consumer Goods, Legal & Compliance: 0 assignments0Consumer Goods, Risk & Fraud: 0 assignments0Consumer Goods, IT & Software Engineering: 0 assignments0Consumer Goods, Research & Development: 0 assignments0Consumer Goods, Procurement: 0 assignments0Education1Education, Marketing: 0 assignments01Education, Supply Chain & Logistics: 0 assignments02Education, Sales: 0 assignments0Education, Manufacturing & Production: 0 assignments0Education, Legal & Compliance: 0 assignments0Education, Risk & Fraud: 0 assignments0Education, IT & Software Engineering: 0 assignments0Education, Research & Development: 0 assignments0Education, Procurement: 0 assignments0PharmaceuticalsPharmaceuticals, Customer Service & Support: 0 assignments0Pharmaceuticals, Marketing: 0 assignments0Pharmaceuticals, Finance & Accounting: 0 assignments0Pharmaceuticals, Supply Chain & Logistics: 0 assignments0Pharmaceuticals, Human Resources: 0 assignments0Pharmaceuticals, Sales: 0 assignments01Pharmaceuticals, Legal & Compliance: 0 assignments0Pharmaceuticals, Risk & Fraud: 0 assignments0Pharmaceuticals, IT & Software Engineering: 0 assignments02Pharmaceuticals, Procurement: 0 assignments0Real EstateReal Estate, Customer Service & Support: 0 assignments01Real Estate, Finance & Accounting: 0 assignments0Real Estate, Supply Chain & Logistics: 0 assignments0Real Estate, Human Resources: 0 assignments02Real Estate, Manufacturing & Production: 0 assignments0Real Estate, Legal & Compliance: 0 assignments0Real Estate, Risk & Fraud: 0 assignments0Real Estate, IT & Software Engineering: 0 assignments0Real Estate, Research & Development: 0 assignments0Real Estate, Procurement: 0 assignments0AgricultureAgriculture, Customer Service & Support: 0 assignments01Agriculture, Finance & Accounting: 0 assignments01Agriculture, Human Resources: 0 assignments0Agriculture, Sales: 0 assignments0Agriculture, Manufacturing & Production: 0 assignments0Agriculture, Legal & Compliance: 0 assignments0Agriculture, Risk & Fraud: 0 assignments0Agriculture, IT & Software Engineering: 0 assignments0Agriculture, Research & Development: 0 assignments0Agriculture, Procurement: 0 assignments0ConstructionConstruction, Customer Service & Support: 0 assignments0Construction, Marketing: 0 assignments01Construction, Supply Chain & Logistics: 0 assignments0Construction, Human Resources: 0 assignments0Construction, Sales: 0 assignments0Construction, Manufacturing & Production: 0 assignments0Construction, Legal & Compliance: 0 assignments0Construction, Risk & Fraud: 0 assignments0Construction, IT & Software Engineering: 0 assignments01Construction, Procurement: 0 assignments0LegalLegal, Customer Service & Support: 0 assignments0Legal, Marketing: 0 assignments0Legal, Finance & Accounting: 0 assignments0Legal, Supply Chain & Logistics: 0 assignments0Legal, Human Resources: 0 assignments0Legal, Sales: 0 assignments0Legal, Manufacturing & Production: 0 assignments02Legal, Risk & Fraud: 0 assignments0Legal, IT & Software Engineering: 0 assignments0Legal, Research & Development: 0 assignments0Legal, Procurement: 0 assignments0Life SciencesLife Sciences, Customer Service & Support: 0 assignments0Life Sciences, Marketing: 0 assignments0Life Sciences, Finance & Accounting: 0 assignments0Life Sciences, Supply Chain & Logistics: 0 assignments0Life Sciences, Human Resources: 0 assignments0Life Sciences, Sales: 0 assignments0Life Sciences, Manufacturing & Production: 0 assignments0Life Sciences, Legal & Compliance: 0 assignments0Life Sciences, Risk & Fraud: 0 assignments0Life Sciences, IT & Software Engineering: 0 assignments02Life Sciences, Procurement: 0 assignments0MarketingMarketing, Customer Service & Support: 0 assignments02Marketing, Finance & Accounting: 0 assignments0Marketing, Supply Chain & Logistics: 0 assignments0Marketing, Human Resources: 0 assignments0Marketing, Sales: 0 assignments0Marketing, Manufacturing & Production: 0 assignments0Marketing, Legal & Compliance: 0 assignments0Marketing, Risk & Fraud: 0 assignments0Marketing, IT & Software Engineering: 0 assignments0Marketing, Research & Development: 0 assignments0Marketing, Procurement: 0 assignments0Insurance1Insurance, Marketing: 0 assignments0Insurance, Finance & Accounting: 0 assignments0Insurance, Supply Chain & Logistics: 0 assignments0Insurance, Human Resources: 0 assignments0Insurance, Sales: 0 assignments0Insurance, Manufacturing & Production: 0 assignments0Insurance, Legal & Compliance: 0 assignments0Insurance, Risk & Fraud: 0 assignments0Insurance, IT & Software Engineering: 0 assignments0Insurance, Research & Development: 0 assignments0Insurance, Procurement: 0 assignments0LogisticsLogistics, Customer Service & Support: 0 assignments0Logistics, Marketing: 0 assignments01Logistics, Supply Chain & Logistics: 0 assignments0Logistics, Human Resources: 0 assignments0Logistics, Sales: 0 assignments0Logistics, Manufacturing & Production: 0 assignments0Logistics, Legal & Compliance: 0 assignments0Logistics, Risk & Fraud: 0 assignments0Logistics, IT & Software Engineering: 0 assignments0Logistics, Research & Development: 0 assignments0Logistics, Procurement: 0 assignments0Software DevelopmentSoftware Development, Customer Service & Support: 0 assignments0Software Development, Marketing: 0 assignments0Software Development, Finance & Accounting: 0 assignments0Software Development, Supply Chain & Logistics: 0 assignments0Software Development, Human Resources: 0 assignments0Software Development, Sales: 0 assignments0Software Development, Manufacturing & Production: 0 assignments0Software Development, Legal & Compliance: 0 assignments0Software Development, Risk & Fraud: 0 assignments01Software Development, Research & Development: 0 assignments0Software Development, Procurement: 0 assignments0Aerospace & DefenseAerospace & Defense, Customer Service & Support: 0 assignments0Aerospace & Defense, Marketing: 0 assignments0Aerospace & Defense, Finance & Accounting: 0 assignments0Aerospace & Defense, Supply Chain & Logistics: 0 assignments0Aerospace & Defense, Human Resources: 0 assignments0Aerospace & Defense, Sales: 0 assignments0Aerospace & Defense, Manufacturing & Production: 0 assignments0Aerospace & Defense, Legal & Compliance: 0 assignments0Aerospace & Defense, Risk & Fraud: 0 assignments0Aerospace & Defense, IT & Software Engineering: 0 assignments0Aerospace & Defense, Research & Development: 0 assignments0Aerospace & Defense, Procurement: 0 assignments0E-commerceE-commerce, Customer Service & Support: 0 assignments0E-commerce, Marketing: 0 assignments0E-commerce, Finance & Accounting: 0 assignments0E-commerce, Supply Chain & Logistics: 0 assignments0E-commerce, Human Resources: 0 assignments0E-commerce, Sales: 0 assignments0E-commerce, Manufacturing & Production: 0 assignments0E-commerce, Legal & Compliance: 0 assignments0E-commerce, Risk & Fraud: 0 assignments0E-commerce, IT & Software Engineering: 0 assignments0E-commerce, Research & Development: 0 assignments0E-commerce, Procurement: 0 assignments0Facilities ManagementFacilities Management, Customer Service & Support: 0 assignments0Facilities Management, Marketing: 0 assignments0Facilities Management, Finance & Accounting: 0 assignments0Facilities Management, Supply Chain & Logistics: 0 assignments0Facilities Management, Human Resources: 0 assignments0Facilities Management, Sales: 0 assignments0Facilities Management, Manufacturing & Production: 0 assignments0Facilities Management, Legal & Compliance: 0 assignments0Facilities Management, Risk & Fraud: 0 assignments0Facilities Management, IT & Software Engineering: 0 assignments0Facilities Management, Research & Development: 0 assignments0Facilities Management, Procurement: 0 assignments0Human ResourcesHuman Resources, Customer Service & Support: 0 assignments0Human Resources, Marketing: 0 assignments0Human Resources, Finance & Accounting: 0 assignments0Human Resources, Supply Chain & Logistics: 0 assignments0Human Resources, Human Resources: 0 assignments0Human Resources, Sales: 0 assignments0Human Resources, Manufacturing & Production: 0 assignments0Human Resources, Legal & Compliance: 0 assignments0Human Resources, Risk & Fraud: 0 assignments0Human Resources, IT & Software Engineering: 0 assignments0Human Resources, Research & Development: 0 assignments0Human Resources, Procurement: 0 assignments0Smart CitiesSmart Cities, Customer Service & Support: 0 assignments0Smart Cities, Marketing: 0 assignments0Smart Cities, Finance & Accounting: 0 assignments0Smart Cities, Supply Chain & Logistics: 0 assignments0Smart Cities, Human Resources: 0 assignments0Smart Cities, Sales: 0 assignments0Smart Cities, Manufacturing & Production: 0 assignments0Smart Cities, Legal & Compliance: 0 assignments0Smart Cities, Risk & Fraud: 0 assignments0Smart Cities, IT & Software Engineering: 0 assignments0Smart Cities, Research & Development: 0 assignments0Smart Cities, Procurement: 0 assignments0
Every function in the registry keeps its column, so an all-zero column is a stated gap rather than a hidden one. Cells with records link to that industry and function in the catalogue; the functions with a hub page of their own are listed under use cases by business function.