Industry x outcome evidence

Where AI outcomes are documented by industry

Compare how often real deployments report time, cost, quality, revenue, and other outcomes. Switch from evidence coverage to reported percentages, then open any cell to inspect its cases.

Data as of
Aug 25, 2026
Dataset revision
dsr-d2824fe839d09681
Canonical record count
3,811
Cases with outcomes

1,488

39% of the catalog
Industries compared

18

with indexed deployments
Outcome categories

10

quantified categories
Matrix intersections

153

with reported evidence

Insurance x time & speed has the broadest relative evidence: 77 of 260 indexed cases (29.6%) report this outcome.

Cross-industry comparison

Share of each industry's cases reporting an outcome

Coverage compares unique deployments against the full indexed case count for that industry. Higher is broader evidence, not a larger result.

AI outcome evidence by industry and outcome category
IndustryTime & speed851 casesCost savings248 casesProductivity & throughput140 casesQuality & accuracy97 casesRevenue & growth89 casesAdoption & scale77 casesAutomation & deflection76 casesCustomer experience57 casesRisk, reliability & safety41 casesSustainability & resources27 cases
Healthcare523 indexed · 35.4% any outcome20.1%105 of 523 cases5%26 of 523 cases2.1%11 of 523 cases2.3%12 of 523 cases1%5 of 523 cases2.5%13 of 523 cases1.1%6 of 523 cases1%5 of 523 cases1%5 of 523 cases0.2%1 of 523 cases
Manufacturing432 indexed · 28.5% any outcome17.6%76 of 432 cases4.6%20 of 432 cases4.4%19 of 432 cases2.3%10 of 432 cases0.5%2 of 432 cases0.5%2 of 432 cases1.4%6 of 432 cases0.5%2 of 432 cases0.7%3 of 432 cases1.2%5 of 432 cases
Finance409 indexed · 43.8% any outcome26.9%110 of 409 cases6.8%28 of 409 cases4.2%17 of 409 cases4.6%19 of 409 cases3.4%14 of 409 cases2.7%11 of 409 cases3.7%15 of 409 cases2.2%9 of 409 cases2%8 of 409 cases·
Tech & Comms359 indexed · 46.8% any outcome28.4%102 of 359 cases10%36 of 359 cases5.8%21 of 359 cases2.5%9 of 359 cases4.2%15 of 359 cases3.6%13 of 359 cases2.5%9 of 359 cases1.9%7 of 359 cases0.8%3 of 359 cases0.6%2 of 359 cases
Insurance260 indexed · 46.9% any outcome29.6%77 of 260 cases6.5%17 of 260 cases3.1%8 of 260 cases5%13 of 260 cases1.9%5 of 260 cases0.8%2 of 260 cases4.6%12 of 260 cases2.7%7 of 260 cases1.2%3 of 260 cases0.4%1 of 260 cases
Retail238 indexed · 44.5% any outcome19.3%46 of 238 cases8%19 of 238 cases2.1%5 of 238 cases2.5%6 of 238 cases9.7%23 of 238 cases2.1%5 of 238 cases1.7%4 of 238 cases1.7%4 of 238 cases2.5%6 of 238 cases0.8%2 of 238 cases
Professional Services234 indexed · 38% any outcome25.6%60 of 234 cases7.3%17 of 234 cases5.1%12 of 234 cases2.1%5 of 234 cases2.6%6 of 234 cases0.4%1 of 234 cases3.8%9 of 234 cases2.1%5 of 234 cases··
Public Sector199 indexed · 34.2% any outcome23.1%46 of 199 cases3%6 of 199 cases2.5%5 of 199 cases1%2 of 199 cases1%2 of 199 cases1%2 of 199 cases2.5%5 of 199 cases1.5%3 of 199 cases1.5%3 of 199 cases·
Agriculture184 indexed · 31.5% any outcome8.2%15 of 184 cases6.5%12 of 184 cases2.7%5 of 184 cases1.6%3 of 184 cases1.1%2 of 184 cases1.6%3 of 184 cases0.5%1 of 184 cases··4.3%8 of 184 cases
Consumer & Food152 indexed · 44.1% any outcome22.4%34 of 152 cases7.2%11 of 152 cases3.9%6 of 152 cases1.3%2 of 152 cases4.6%7 of 152 cases4.6%7 of 152 cases1.3%2 of 152 cases2%3 of 152 cases0.7%1 of 152 cases0.7%1 of 152 cases
Other136 indexed · 46.3% any outcome27.9%38 of 136 cases8.1%11 of 136 cases3.7%5 of 136 cases2.2%3 of 136 cases1.5%2 of 136 cases5.9%8 of 136 cases·1.5%2 of 136 cases2.2%3 of 136 cases1.5%2 of 136 cases
Logistics130 indexed · 32.3% any outcome18.5%24 of 130 cases6.9%9 of 130 cases6.2%8 of 130 cases1.5%2 of 130 cases0.8%1 of 130 cases1.5%2 of 130 cases1.5%2 of 130 cases·0.8%1 of 130 cases0.8%1 of 130 cases
Energy & Utilities124 indexed · 35.5% any outcome23.4%29 of 124 cases6.5%8 of 124 cases1.6%2 of 124 cases··3.2%4 of 124 cases·1.6%2 of 124 cases1.6%2 of 124 cases0.8%1 of 124 cases
Education105 indexed · 37.1% any outcome18.1%19 of 105 cases6.7%7 of 105 cases1.9%2 of 105 cases1%1 of 105 cases·2.9%3 of 105 cases1.9%2 of 105 cases3.8%4 of 105 cases··
Automotive96 indexed · 29.2% any outcome17.7%17 of 96 cases4.2%4 of 96 cases2.1%2 of 96 cases1%1 of 96 cases··1%1 of 96 cases1%1 of 96 cases1%1 of 96 cases1%1 of 96 cases
Pharma88 indexed · 38.6% any outcome23.9%21 of 88 cases9.1%8 of 88 cases6.8%6 of 88 cases2.3%2 of 88 cases1.1%1 of 88 cases1.1%1 of 88 cases····
Legal74 indexed · 25.7% any outcome17.6%13 of 74 cases1.4%1 of 74 cases2.7%2 of 74 cases4.1%3 of 74 cases······
Real Estate68 indexed · 51.5% any outcome27.9%19 of 68 cases11.8%8 of 68 cases5.9%4 of 68 cases5.9%4 of 68 cases5.9%4 of 68 cases·2.9%2 of 68 cases4.4%3 of 68 cases2.9%2 of 68 cases2.9%2 of 68 cases

Empty cells have no documented outcome in the current snapshot. Coverage and case-count views use unique deployments, while reported-result medians use percent-comparable metrics. Vendor-published evidence skews toward successful results.

How this matrix is measured

A case contributes once to an industry-outcome cell even when it contains several metrics. Evidence coverage divides that unique case count by all indexed cases in the industry. Reported result shows the median percentage for the direction with more comparable metrics; reductions and improvements remain separate and are never netted together.