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Photo: official page

Mahsa Hakimi

Commissioner, San Francisco Commission on Community Investment and Infrastructure

We identified Hakimi’s voice at eight meetings. Named Mission Bay most often: four times.

8 of 13transcribed meetings with their voice identified
4 of 6present at roll calls through Aug 18, 2026, from the clerk
Every roll call, and Hakimi’s other bodies

Present at 4 of 6 roll calls at the Commission on Community Investment and Infrastructure, roll call through Aug 18, 2026

From the clerk’s own record. We don’t compare members on it.

PresentExcusedAbsentOldest first, 1 square per roll call

Absent 2. Jan 20, 2026 to Aug 18, 2026. The clerk’s record covers 11 of the 14 meetings we hold, through Aug 18, 2026.

Official roll call, from the clerk →
Neighborhoods Hakimi named

4 places Hakimi named in meetings

Lines where Hakimi named the place, read by two AI readers that both agree it means that place. Each dot plays the newest one; brighter means named more often.

San Francisco
  • Mission Bay 4 times
  • Bayview Hunters Point 2 times
  • Potrero Hill 1 time
  • Western Addition 1 time

Places are drawn at the centre of their own boundary in the city’s Analysis Neighborhoods file (DataSF (City and County of San Francisco)). A dot says the place was named, not where Hakimi was or what was said about it.

Meetings

Every meeting where we identified Hakimi’s voice

Eight, newest first. The date opens the meeting; the time plays the video at Hakimi’s first remark.

  1. Oct 6, 2026Commission on Community Investment and InfrastructureBudget and spending2.0 min14:53
  2. Sep 1, 2026Commission on Community Investment and InfrastructureBusiness and economic development1.2 min23:27
  3. Jul 21, 2026Commission on Community Investment and InfrastructureDevelopment and land use1.4 min37:40
  4. May 19, 2026Commission on Community Investment and Infrastructure3.0 min33:46
  5. Apr 7, 2026Commission on Community Investment and Infrastructure1.7 min25:07
  6. Mar 17, 2026Commission on Community Investment and InfrastructureHousing and tenants4.0 min1:02:02
  7. Jan 20, 2026Commission on Community Investment and Infrastructure0.7 min1:05:22
  8. Nov 18, 2025Commission on Community Investment and Infrastructure7.4 min1:14:52
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 Hakimi was absent. Claude and Gemini each read every transcript with that day’s roster. A voice gets Mahsa Hakimi’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 Hakimi 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 Hakimi or of San Francisco alone.