Isaac Sevier
Commissioner, Seat 5, San Francisco Local Agency Formation CommissionWe identified Sevier’s voice at two meetings.
Talk time, and Sevier’s other bodies
- Local Agency Formation Commission: talk time not compared. Seated for only 4 meetings in 12 months.
Every meeting where we identified Sevier’s voice
- Jan 16, 2026Local Agency Formation Commission11.4 min17:39
- Nov 21, 2025Local Agency Formation Commission9.4 min14:42
How we identify who is speaking · blind check, pooled across five cities: of 340 commission lines drawn, 260 right, 4 wrong, 1 unclear, 75 couldn’t be judged
A meeting missing here means we couldn’t attribute the voice, not that Sevier was absent. Claude and Gemini each read every transcript with that day’s roster. A voice gets Isaac Sevier’s name only when both agree and a code check finds the name said on, or just before, their turn. Voices our transcripts merge with someone else’s are never attributed, so every count here undercounts what Sevier said. For commissions, of 340 lines drawn, 260 were right, 4 wrong and 1 unclear, and the checkers couldn’t judge 75. We have since removed the voices behind 64 of those lines (3 wrong, 0 unclear, the rest we had already held for other reasons). Of the 276 lines we still publish, the checkers could judge 228: 226 right, 1 wrong and 1 unclear (90% lower bound 0.97). They couldn’t judge the other 48. The check is one sample pooled across the five cities, not of Sevier or of San Francisco alone.