Enterprise AI in Numbers · Outcomes
Share of enterprise AI cases backed by strong evidence
88%
88% as of October 26, 2026, according to The Enterprise AI Casebook. Share of casebook cases graded A (filing, audited report, earnings call or independent study) or B (the organization itself, on the record) for the source of their headline result.
What it means for leaders
Many published AI results rest on what organizations say about themselves, not independent verification. Ask for the source behind any headline number before using it to justify your own business case.
What would change the reading: The share of grade A cases as more organizations report AI results in filings.
The mix
Every reading
| Date | Value | Change | Detail | Source |
|---|---|---|---|---|
| 88% | — | 8 cases | Source |
Definition and method
- What it measures
- Share of casebook cases graded A (filing, audited report, earnings call or independent study) or B (the organization itself, on the record) for the source of their headline result.
- Population
- Every case in The Enterprise AI Casebook
- Updated
- Each new case
- Source
- The Enterprise AI Casebook · CC BY 4.0
Caveats
- Cases are selected for what they teach, not sampled at random.
Cite this
Enterprise AI in Numbers, "Share of enterprise AI cases backed by strong evidence", https://lucianoayres.com/ai-brief/data/casebook-strong-evidence-share/, retrieved October 26, 2026. Data: The Enterprise AI Casebook.