Best neighborhoods in San Francisco

Requested by a visitor · October 26, 2026

We asked 10 models: The best neighborhoods to live in San Francisco. Each named its own top 10.

Agreement between models
55%
Same model, run twice
67%
Different picks
23

When agreement between models is well below a model's agreement with itself, the split reflects real differences in taste rather than randomness.

The consensus

We asked 10 models: The best neighborhoods to live in San Francisco. Each named its own top 10.

Each cell is the position that model gave the pick; blank means it left the pick off. Click a row for each model's reasoning.

#PickScoreListed byClaude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4.1 FlashGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3.5 Super VL

8 lower-scoring picks are not shown; every ballot below lists them in full.

Most divisive

Picks most models listed, at very different positions

Hot takes

Picks that appear on only one ballot

Every ballot

Hover a pick to find it on the other ballots. Marked picks appear on no other ballot.

Claude Haiku 5.5

  1. Noe Valley
  2. Cole Valley
  3. Russian Hill
  4. Pacific Heights
  5. Bernal Heights
  6. Inner Sunset
  7. Haight-Ashbury
  8. Potrero Hill
  9. Marina
  10. Hayes Valley

63% with consensus · 79% self-consistent · knowledge cutoff June 2026

GPT-6 Luna

  1. Noe Valley
  2. North Beach
  3. Inner Sunset
  4. Marina
  5. Pacific Heights
  6. Cole Valley
  7. Hayes Valley
  8. Richmond District
  9. Russian Hill
  10. Bernal Heights

70% with consensus · 36% self-consistent · knowledge cutoff May 18, 2026

Gemini 4 Argon

  1. Noe Valley
  2. Pacific Heights
  3. Hayes Valley
  4. Inner Sunset
  5. Marina
  6. Cole Valley
  7. Castro
  8. North Beach
  9. Mission Dolores
  10. Russian Hill

86% with consensus · 89% self-consistent · knowledge cutoff March 2026

Qwen 3.8 Flash

  1. Noe Valley
  2. Pacific Heights
  3. North Beach
  4. Nob Hill
  5. Cole Valley
  6. Russian Hill
  7. Hayes Valley
  8. Sunset District
  9. Marina
  10. Glen Park

71% with consensus · 49% self-consistent · knowledge cutoff not published

DeepSeek V4.1 Flash

  1. Marina
  2. Noe Valley
  3. Pacific Heights
  4. Hayes Valley
  5. Cole Valley
  6. Inner Richmond
  7. Mission District
  8. North Beach
  9. Bernal Heights
  10. Inner Sunset

66% with consensus · 59% self-consistent · knowledge cutoff not published

GLM-5.3

  1. Noe Valley
  2. Marina
  3. Pacific Heights
  4. Presidio Heights
  5. Inner Richmond
  6. Bernal Heights
  7. Hayes Valley
  8. Russian Hill
  9. Glen Park
  10. Outer Sunset

72% with consensus · 75% self-consistent · knowledge cutoff not published

Kimi K3

  1. Noe Valley
  2. Pacific Heights
  3. Inner Sunset
  4. Hayes Valley
  5. Richmond District
  6. Russian Hill
  7. Sunset District
  8. Marina
  9. Glen Park
  10. Bernal Heights

81% with consensus · 74% self-consistent · knowledge cutoff not published

MiniMax M3

  1. Pacific Heights
  2. Noe Valley
  3. Bernal Heights
  4. Cole Valley
  5. Hayes Valley
  6. Russian Hill
  7. Inner Sunset
  8. Glen Park
  9. North Beach
  10. Potrero Hill

64% with consensus · 75% self-consistent · knowledge cutoff not published

Mistral Large 4

  1. Noe Valley
  2. Inner Sunset
  3. Bernal Heights
  4. Marina
  5. Hayes Valley
  6. Russian Hill
  7. Potrero Hill
  8. Dogpatch
  9. North Beach
  10. Pacific Heights

69% with consensus · 72% self-consistent · knowledge cutoff not published

Nemotron 3.5 Super VL

  1. Pacific Heights
  2. Noe Valley
  3. Russian Hill
  4. Marina
  5. Mission District
  6. NoPa
  7. Sunset District
  8. Hayes Valley
  9. North Beach
  10. Castro

60% with consensus · 61% self-consistent · knowledge cutoff not published

Who agrees with whom

Overlap between two models' lists, weighted toward the top · 100 means identical · Color runs from 40 (lightest) to 79 (darkest)

Claude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4.1 FlashGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3.5 Super VL
Claude Haiku 5.5575860415558575846
GPT-6 Luna577168495867436742
Gemini 4 Argon587169596179596253
Qwen 3.8 Flash606869495869594854
DeepSeek V4.1 Flash414959496548524151
GLM-5.3555861586560475749
Kimi K3586779694860596554
MiniMax M3574359595247595365
Mistral Large 4586762484157655340
Nemotron 3.5 Super VL464253545149546540