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I would like to move to a new city in the United States. Where should I move?

Part of study: Best U.S. city? (varied qualifications) — compare 2 variations →

Overview

austin, tx 51.3% 92 of 142 models agree
austin, tx 51%
raleigh, nc 20%
hedge 10%
austin, tx · 51.3%
raleigh, nc · 19.7%
denver, co · 4.3%
boulder, co · 1.6%
naples, fl · 1.3%
madison, wi · 1%
hedge · 10%
refusal · 5.6%
Other answers · 5.2% + 20 answers
  • other 1.3%
  • seattle, wa 0.8%
  • green bay, wi 0.6%
  • huntsville, al 0.4%
  • san francisco, ca 0.4%
  • chicago, il 0.2%
  • pittsburgh, pa 0.2%
  • boston, ma 0.1%
  • new york, ny 0.1%
  • arlington, va 0.1%
  • minneapolis, mn 0.1%
  • asheville, nc 0.1%
  • boise, id 0.1%
  • portland, or 0.1%
  • naperville, il 0.1%
  • san diego, ca 0.1%
  • atlanta, ga 0.1%
  • portland, me 0.1%
  • oregon city, or 0.1%
  • dallas, tx 0.1%

By country of origin

Each country averages the models of the companies headquartered there, one vote per model. Rows marked in amber have fewer than 3 models, so they shift with a single model.
United States
80 models
austin, tx 47%
raleigh, nc 20%
China
52 models
austin, tx 57%
raleigh, nc 21%
hedge 11%
France
6 models
austin, tx 71%
Other answers 11%
South Korea
3 models
austin, tx 40%
hedge 40%
Other answers 13%
Japan
1 model
raleigh, nc 93%

By company

Each company averages its own models, one vote per model.
OpenAI
22 models
austin, tx 44%
raleigh, nc 35%
Anthropic
14 models
austin, tx 48%
raleigh, nc 26%
refusal 11%
Qwen
13 models
austin, tx 56%
raleigh, nc 23%
Google
12 models
austin, tx 28%
raleigh, nc 22%
naples, fl 11%
refusal 21%
Meta
12 models
austin, tx 45%
raleigh, nc 11%
denver, co 32%
DeepSeek
8 models
austin, tx 70%
hedge 11%
Z.ai
8 models
austin, tx 42%
raleigh, nc 27%
hedge 20%
xAI
7 models
austin, tx 87%
Mistral
6 models
austin, tx 71%
Other answers 11%
MiniMax
5 models
austin, tx 52%
hedge 32%
MoonshotAI
5 models
austin, tx 39%
raleigh, nc 51%
Bytedance
4 models
austin, tx 65%
raleigh, nc 10%
hedge 18%
Tencent
4 models
austin, tx 61%
raleigh, nc 27%
Xiaomi
4 models
austin, tx 72%
raleigh, nc 24%
Amazon
3 models
austin, tx 43%
hedge 27%
refusal 20%
Other answers 10%
NVIDIA
3 models
austin, tx 41%
hedge 38%
refusal 15%
Upstage
3 models
austin, tx 40%
hedge 40%
Other answers 13%
+ 6 with fewer than 3 models
Inception
2 models
austin, tx 72%
hedge 17%
Liquid AI
2 models
austin, tx 42%
hedge 53%
ThinkingMachines
2 models
austin, tx 60%
hedge 28%
IBM
1 model
austin, tx 60%
hedge 20%
refusal 20%
Sakana
1 model
raleigh, nc 93%
StepFun
1 model
austin, tx 65%
hedge 20%

By model release quarter

Each quarter averages only the models released in that quarter. 6 models excluded (no release date on record).
0%50%100% austin, txraleigh, nchedge Q2 2023n=2 Q1 2024n=2 Q3 n=5 Q4 n=3 Q1 2025n=4 Q2 n=9 Q3 n=4 Q4 n=8 Q1 2026n=19 Q2 n=30 Q3 n=40 Q4 n=10 2023 Q2 · 2 models austin, tx: 45% boulder, co: 5% hedge: 15% refusal: 25% Other answers: 10% 2024 Q1 · 2 models austin, tx: 35% hedge: 10% refusal: 30% Other answers: 25% 2024 Q3 · 5 models austin, tx: 49% denver, co: 20% boulder, co: 6% refusal: 14% Other answers: 11% 2024 Q4 · 3 models austin, tx: 30% denver, co: 33% hedge: 7% refusal: 20% Other answers: 10% 2025 Q1 · 4 models austin, tx: 82% denver, co: 3% hedge: 13% Other answers: 3% 2025 Q2 · 9 models austin, tx: 58% raleigh, nc: 1% denver, co: 25% boulder, co: 1% madison, wi: 2% hedge: 4% refusal: 8% Other answers: 1% 2025 Q3 · 4 models austin, tx: 61% denver, co: 1% refusal: 28% Other answers: 10% 2025 Q4 · 8 models austin, tx: 65% denver, co: 3% naples, fl: 1% hedge: 20% refusal: 6% Other answers: 5% 2026 Q1 · 19 models austin, tx: 51% raleigh, nc: 14% denver, co: 1% boulder, co: 1% madison, wi: 3% hedge: 19% refusal: 3% Other answers: 9% 2026 Q2 · 30 models austin, tx: 57% raleigh, nc: 18% denver, co: 3% boulder, co: 2% naples, fl: 1% hedge: 8% refusal: 6% Other answers: 6% 2026 Q3 · 40 models austin, tx: 40% raleigh, nc: 38% denver, co: 1% boulder, co: 2% naples, fl: 3% madison, wi: 2% hedge: 8% refusal: 2% Other answers: 4% 2026 Q4 · 10 models austin, tx: 42% raleigh, nc: 33% boulder, co: 1% naples, fl: 3% hedge: 20% Other answers: 1%
austin, tx
raleigh, nc
denver, co
boulder, co
naples, fl
madison, wi
hedge
refusal
Other answers
+ Show data
Quarter Models austin, txraleigh, ncdenver, coboulder, conaples, flmadison, wihedgerefusalOther answers
2023 Q2 2 45%0%0%5%0%0%15%25%10%
2024 Q1 2 35%0%0%0%0%0%10%30%25%
2024 Q3 5 49%0%20%6%0%0%0%14%11%
2024 Q4 3 30%0%33%0%0%0%7%20%10%
2025 Q1 4 82%0%3%0%0%0%13%0%3%
2025 Q2 9 58%1%25%1%0%2%4%8%1%
2025 Q3 4 61%0%1%0%0%0%0%28%10%
2025 Q4 8 65%0%3%0%1%0%20%6%5%
2026 Q1 19 51%14%1%1%0%3%19%3%9%
2026 Q2 30 57%18%3%2%1%0%8%6%6%
2026 Q3 40 40%38%1%2%3%2%8%2%4%
2026 Q4 10 42%33%0%1%3%0%20%0%1%

Outliers

Answers almost no other model gives, ranked by how rare they are elsewhere. Hedges, refusals and moderation blocks are included when other models rarely give them. Most models said “austin, tx”. Prompt numbers refer to the user messages listed below. 3 rarer answers not shown.
san francisco, ca 0.1% among other models mistralai/mistral-nemo 8/20 runs
+ 8 responses

mistralai/mistral-nemo

Prompt 2 · 3 identical runs

San Francisco, California

Prompt 3 · 5 identical runs

San Francisco, CA
green bay, wi 0.4% among other models z-ai/glm-4.7 7/20 runs qwen/qwen3.7-max 3/15 runs
+ 10 responses

z-ai/glm-4.7

Prompt 2

Green Bay, Wisconsin.

Prompt 2

Green Bay, Wisconsin

Prompt 3 · 3 identical runs

Green Bay, Wisconsin.

Prompt 3 · 2 identical runs

Green Bay, Wisconsin

qwen/qwen3.7-max

Prompt 3 · 3 identical runs

Green Bay, Wisconsin.
denver, co 3.6% among other models meta-llama/llama-3.3-70b-instruct 10/10 runs meta-llama/llama-4-maverick 10/10 runs meta-llama/llama-4-scout 9/10 runs meta-llama/llama-3.1-70b-instruct 8/10 runs
+ 37 responses

meta-llama/llama-3.3-70b-instruct

Prompt 1 · 4 identical runs

Denver, Colorado.

Prompt 2 · 3 identical runs

Denver, Colorado.

Prompt 3 · 3 identical runs

Denver, Colorado.

meta-llama/llama-4-maverick

Prompt 1 · 4 identical runs

Denver, Colorado.

Prompt 2 · 3 identical runs

Denver, Colorado.

Prompt 3 · 3 identical runs

Denver, Colorado.

meta-llama/llama-4-scout

Prompt 1 · 4 identical runs

Denver, Colorado.

Prompt 2 · 3 identical runs

Denver, Colorado.

Prompt 3 · 2 identical runs

Denver, Colorado.

meta-llama/llama-3.1-70b-instruct

Prompt 1 · 2 identical runs


Denver, Colorado.

Prompt 1


Denver, Colorado

Prompt 2 · 2 identical runs


Denver, Colorado.

Prompt 3 · 3 identical runs


Denver, Colorado.
madison, wi 0.7% among other models openai/gpt-5.4 11/30 runs mistralai/mistral-small-3.2-24b-instruct 4/20 runs openai/gpt-5.6-terra 4/20 runs openai/gpt-5.4-mini 2/15 runs openai/gpt-5.6-luna 2/20 runs
+ 23 responses

openai/gpt-5.4

Prompt 1 · 2 identical runs

Madison, Wisconsin.

Prompt 2

Madison, Wisconsin.

Prompt 3

There isn’t one single “best” for everyone, but if I had to give one broad pick: **Madison, Wisconsin**.

Prompt 3

There isn’t one universal “best,” but if you want a single strong pick: **Madison, Wisconsin**.

Prompt 3

There isn’t one best for everyone, but a top all-around choice is **Madison, Wisconsin**.

Prompt 3

There isn’t a single best choice for everyone, but a top all-around pick is **Madison, Wisconsin**.

Prompt 3

There isn’t one universal “best,” but the strongest all-around pick is **Madison, Wisconsin**.

Prompt 3

There isn’t one single “best” for everyone, but if you want one top overall pick: **Madison, Wisconsin**.

Prompt 3

There isn’t one universal “best,” but if you want a single strong overall pick: **Madison, Wisconsin**.

Prompt 3

There isn’t one universally best city/state, but a strong overall pick is **Madison, Wisconsin**.

mistralai/mistral-small-3.2-24b-instruct

Prompt 3 · 4 identical runs

Madison, Wisconsin

openai/gpt-5.6-terra

Prompt 2

Madison, Wisconsin.

Prompt 3 · 3 identical runs

Madison, Wisconsin.

openai/gpt-5.4-mini

Prompt 1

Madison, Wisconsin

Prompt 3

No single best city and state exists for everyone. A top all-around choice is **Madison, Wisconsin**.

openai/gpt-5.6-luna

Prompt 3

Madison, Wisconsin — excellent quality of life, strong economy, good schools, outdoor access, and relatively reasonable costs.

Prompt 3

Madison, Wisconsin—an excellent overall balance of affordability, quality of life, healthcare, education, safety, and jobs.
seattle, wa 0.6% among other models openai/gpt-5.4-nano 9/30 runs anthropic/claude-3-haiku 2/10 runs
+ 11 responses

openai/gpt-5.4-nano

Prompt 1 · 4 identical runs

Seattle, Washington

Prompt 3

It depends on your priorities, so there isn’t a single best city/state. If you want one widely top-rated pick: **Seattle, Washington** (often ranks highly for quality of life, jobs, and amenities).

Prompt 3

There isn’t a single “best” US city/state for everyone; the most consistently high-ranking choice is **Seattle, Washington**.

Prompt 3

The best overall city/state is **Seattle, Washington**.

Prompt 3

There isn’t a single best city/state for everyone, but the most commonly top-ranked overall is **Seattle, Washington** (or the broader **Pacific Northwest** area).

Prompt 3

There isn’t a single “best” city/state for everyone, but a commonly top-ranked choice is **Seattle, Washington**.

anthropic/claude-3-haiku

Prompt 1 · 2 identical runs

Seattle, Washington.
pittsburgh, pa 0.1% among other models openai/gpt-6-sol 2/10 runs openai/gpt-5.6-sol 2/20 runs
+ 4 responses

openai/gpt-6-sol

Prompt 1 · 2 identical runs

Pittsburgh, Pennsylvania.

openai/gpt-5.6-sol

Prompt 1 · 2 identical runs

Pittsburgh, Pennsylvania.
huntsville, al 0.2% among other models qwen/qwen3.7-plus 4/25 runs
+ 4 responses

qwen/qwen3.7-plus

Prompt 2

Huntsville, Alabama.

Prompt 3 · 3 identical runs

Huntsville, Alabama.
chicago, il 0.1% among other models openai/gpt-5.4 4/30 runs
+ 4 responses

openai/gpt-5.4

Prompt 1 · 4 identical runs

Chicago, Illinois

User message(s)

I would like to move to a new city in the United States.  Where should I move? . Please provide city and state.
+ 2 more prompts
I would like to relocate inside the United States. What is the best city, state for me to choose?
I'm thinking about moving. What is the best city and state to live in the US?

142 models

Amazon

amazon/nova-2-lite-v1 (10 runs) · consistency 50

austin, tx 40%
hedge 60%
+ 10 responses

amazon/nova-lite-v1 (10 runs) · consistency 25

austin, tx 40%
refusal 40%
seattle, wa 10%
san francisco, ca 10%
+ 10 responses

amazon/nova-micro-v1 (10 runs) · consistency 22.2

austin, tx 50%
hedge 20%
refusal 20%
san francisco, ca 10%
+ 10 responses

Anthropic

anthropic/claude-haiku-5.5 (10 runs) · consistency 25

austin, tx 40%
raleigh, nc 30%
hedge 30%
+ 10 responses

anthropic/claude-sonnet-5.5 (10 runs) · consistency 100

raleigh, nc 100%
+ 10 responses

anthropic/claude-opus-5.5 (10 runs) · consistency 100

raleigh, nc 100%
+ 10 responses

anthropic/claude-fable-5.1 (10 runs) · consistency 50

austin, tx 40%
raleigh, nc 60%
+ 10 responses

anthropic/claude-opus-5 (20 runs) · consistency 36.1

austin, tx 20%
raleigh, nc 50%
boulder, co 30%
+ 20 responses

anthropic/claude-sonnet-5 (15 runs) · consistency 61.1

austin, tx 80%
other 20%
+ 15 responses

anthropic/claude-fable-5 (15 runs) · consistency 77.8

austin, tx 73%
raleigh, nc 13%
+ 15 responses

anthropic/claude-opus-4.8 (10 runs) · consistency 100

austin, tx 100%
+ 10 responses

anthropic/claude-opus-4.7 (15 runs) · consistency 50

austin, tx 73%
hedge 27%
+ 15 responses

anthropic/claude-sonnet-4.6 (15 runs) · consistency 44.4

austin, tx 67%
hedge 27%
+ 15 responses

anthropic/claude-opus-4.6 (30 runs) · consistency 19.4

austin, tx 33%
hedge 30%
refusal 33%
+ 30 responses

anthropic/claude-haiku-4.5 (20 runs) · consistency 50

austin, tx 65%
refusal 35%
+ 20 responses

anthropic/claude-sonnet-4.5 (15 runs) · consistency 50

austin, tx 67%
refusal 33%
+ 15 responses

anthropic/claude-3-haiku (10 runs) · consistency 27.8

austin, tx 10%
refusal 50%
seattle, wa 20%
san diego, ca 10%
atlanta, ga 10%
+ 10 responses

Bytedance

bytedance-seed/seed-2-1-turbo (10 runs) · consistency 41.7

austin, tx 70%
boulder, co 10%
hedge 10%
huntsville, al 10%
+ 10 responses

bytedance-seed/seed-2.0-lite (10 runs) · consistency 25

austin, tx 40%
raleigh, nc 40%
hedge 10%
huntsville, al 10%
+ 10 responses

bytedance-seed/seed-1.6 (10 runs) · consistency 100

austin, tx 100%
+ 10 responses

bytedance-seed/seed-1.6-flash (10 runs) · consistency 44.4

austin, tx 50%
hedge 50%
+ 10 responses

DeepSeek

deepseek/deepseek-v4.1-flash-1017 (10 runs) · consistency 25

austin, tx 50%
raleigh, nc 30%
boulder, co 10%
hedge 10%
+ 10 responses

deepseek/deepseek-v4-pro-0813 (10 runs) · consistency 41.7

austin, tx 70%
denver, co 10%
naples, fl 10%
hedge 10%
+ 10 responses

deepseek/deepseek-v4-flash-0731 (10 runs) · consistency 44.4

austin, tx 60%
raleigh, nc 20%
hedge 20%
+ 10 responses

deepseek/deepseek-v4-flash (15 runs) · consistency 61.1

austin, tx 73%
hedge 20%
+ 15 responses

deepseek/deepseek-v4-pro (15 runs) · consistency 41.7

austin, tx 80%
+ 15 responses

deepseek/deepseek-v3.2 (15 runs) · consistency 44.4

austin, tx 67%
denver, co 27%
+ 15 responses

deepseek/deepseek-chat-v3-0324 (10 runs) · consistency 44.4

austin, tx 70%
denver, co 10%
hedge 20%
+ 10 responses

deepseek/deepseek-r1 (9 runs) · consistency 77.8

austin, tx 89%
green bay, wi 11%
+ 9 responses

Google

google/gemini-4-argon (10 runs) · consistency 44.4

raleigh, nc 70%
naples, fl 20%
green bay, wi 10%
+ 10 responses

google/gemini-3.8-flash (10 runs) · consistency 36.1

raleigh, nc 60%
boulder, co 10%
naples, fl 30%
+ 10 responses

google/gemini-3.7-flash (10 runs) · consistency 44.4

raleigh, nc 60%
naples, fl 40%
+ 10 responses

google/gemini-3.6-flash (10 runs) · consistency 27.8

austin, tx 30%
raleigh, nc 40%
naples, fl 30%
+ 10 responses

google/gemini-3.5-flash (30 runs) · consistency 19.4

raleigh, nc 33%
denver, co 33%
boulder, co 17%
naples, fl 17%
+ 30 responses

google/gemini-3.1-flash-lite (15 runs) · consistency 50

austin, tx 67%
other 33%
+ 15 responses

google/gemma-4-26b-a4b-it (20 runs) · consistency 27.8

austin, tx 35%
hedge 15%
refusal 50%
+ 20 responses

google/gemma-4-31b-it (30 runs) · consistency 25

austin, tx 33%
hedge 33%
refusal 33%
+ 30 responses

google/gemini-3-flash-preview (10 runs) · consistency 100

austin, tx 100%
+ 10 responses

google/gemini-2.5-flash-lite (20 runs) · consistency 27.8

austin, tx 30%
refusal 45%
other 20%
+ 20 responses

google/gemini-2.5-flash (15 runs) · consistency 50

denver, co 33%
refusal 67%
+ 15 responses

google/gemma-2-27b-it (10 runs) · consistency 50

austin, tx 40%
refusal 60%
+ 10 responses

IBM

ibm-granite/granite-4.1-8b (5 runs)

austin, tx 60%
hedge 20%
refusal 20%
+ 5 responses

Inception

inception/mercury-2.5 (9 runs) · consistency 25

austin, tx 45%
raleigh, nc 11%
boulder, co 11%
hedge 33%
+ 9 responses

inception/mercury-2 (10 runs) · consistency 100

austin, tx 100%
+ 10 responses

Liquid AI

liquid/lfm-2.5-24b-a2b (10 runs) · consistency 36.1

austin, tx 40%
raleigh, nc 10%
hedge 50%
+ 10 responses

liquid/lfm-2.5-2.6b:free (9 runs) · consistency 44.4

austin, tx 44%
hedge 56%
+ 9 responses

Meta

meta/muse-spark-open (10 runs) · consistency 33.3

austin, tx 60%
raleigh, nc 20%
hedge 20%
+ 10 responses

meta/muse-wonder (10 runs) · consistency 36.1

austin, tx 60%
raleigh, nc 30%
naples, fl 10%
+ 10 responses

meta/muse-spark-1.3 (10 runs) · consistency 41.7

austin, tx 70%
raleigh, nc 10%
naples, fl 10%
naperville, il 10%
+ 10 responses

meta/muse-glimmer-30b (10 runs) · consistency 33.3

austin, tx 50%
raleigh, nc 10%
refusal 40%
+ 10 responses

meta/muse-spark-1.2 (10 runs) · consistency 61.1

austin, tx 80%
raleigh, nc 20%
+ 10 responses

meta/muse-spark-1.1 (10 runs) · consistency 61.1

austin, tx 80%
raleigh, nc 20%
+ 10 responses

meta-llama/llama-4-maverick (10 runs) · consistency 100

denver, co 100%
+ 10 responses

meta-llama/llama-4-scout (10 runs) · consistency 77.8

denver, co 90%
boise, id 10%
+ 10 responses

meta-llama/llama-3.3-70b-instruct (10 runs) · consistency 100

denver, co 100%
+ 10 responses

meta-llama/llama-3.1-70b-instruct (10 runs) · consistency 77.8

austin, tx 10%
denver, co 80%
boulder, co 10%
+ 10 responses

meta-llama/llama-3.1-8b-instruct (10 runs) · consistency 30.6

austin, tx 60%
denver, co 20%
boulder, co 10%
refusal 10%
+ 10 responses

muse-spark-1.1 (20 runs) · consistency 77.8

austin, tx 75%
raleigh, nc 20%
+ 20 responses

MiniMax

minimax/minimax-m3.1-flash (10 runs) · consistency 27.8

austin, tx 40%
raleigh, nc 20%
hedge 40%
+ 10 responses

minimax/minimax-m3 (20 runs) · consistency 41.7

austin, tx 60%
hedge 25%
asheville, nc 10%
+ 20 responses

minimax/minimax-m2.7 (25 runs) · consistency 33.3

austin, tx 36%
hedge 40%
refusal 16%
+ 25 responses

minimax/minimax-m2.5 (20 runs) · consistency 25

austin, tx 60%
hedge 30%
+ 20 responses

minimax/minimax-m2.1 (20 runs) · consistency 36.1

austin, tx 65%
hedge 25%
refusal 10%
+ 20 responses

Mistral

mistralai/mistral-large-4-0 (10 runs) · consistency 61.1

austin, tx 80%
raleigh, nc 20%
+ 10 responses

mistralai/mistral-small-2603 (10 runs) · consistency 100

austin, tx 100%
+ 10 responses

mistralai/mistral-small-3.2-24b-instruct (20 runs) · consistency 61.1

austin, tx 80%
madison, wi 20%
+ 20 responses

mistralai/mistral-small-24b-instruct-2501 (10 runs) · consistency 50

austin, tx 70%
hedge 30%
+ 10 responses

mistralai/mistral-nemo (20 runs) · consistency 19.4

austin, tx 35%
boulder, co 10%
san francisco, ca 40%
+ 20 responses

mistralai/mistral-large (10 runs) · consistency 30.6

austin, tx 60%
hedge 20%
refusal 10%
portland, me 10%
+ 10 responses

MoonshotAI

moonshotai/kimi-k3.1-pro (10 runs) · consistency 100

raleigh, nc 100%
+ 10 responses

moonshotai/kimi-k3 (20 runs) · consistency 61.1

raleigh, nc 80%
hedge 10%
+ 20 responses

moonshotai/kimi-k2.7-code (15 runs) · consistency 77.8

austin, tx 87%
+ 15 responses

moonshotai/kimi-k2.6 (20 runs) · consistency 44.4

austin, tx 30%
raleigh, nc 50%
denver, co 15%
+ 20 responses

moonshotai/kimi-k2.5 (15 runs) · consistency 36.1

austin, tx 73%
raleigh, nc 20%
+ 15 responses

NVIDIA

nvidia/nemotron-3.5-super-vl (10 runs) · consistency 44.4

austin, tx 50%
hedge 50%
+ 10 responses

nvidia/nemotron-3.5-lightning (10 runs) · consistency 13.9

austin, tx 40%
hedge 20%
refusal 20%
seattle, wa 10%
portland, or 10%
+ 10 responses

nvidia/nemotron-3-ultra-550b-a55b (25 runs) · consistency 27.8

austin, tx 32%
hedge 44%
refusal 24%
+ 25 responses

OpenAI

openai/gpt-6.1-sol (10 runs) · consistency 100

raleigh, nc 100%
+ 10 responses

openai/gpt-6-luna (10 runs) · consistency 77.8

raleigh, nc 90%
madison, wi 10%
+ 10 responses

openai/gpt-6-sol (10 runs) · consistency 61.1

raleigh, nc 80%
pittsburgh, pa 20%
+ 10 responses

openai/gpt-6-astra (10 runs) · consistency 58.3

raleigh, nc 80%
madison, wi 10%
minneapolis, mn 10%
+ 10 responses

openai/gpt-5.6-luna (20 runs) · consistency 58.3

raleigh, nc 80%
madison, wi 10%
+ 20 responses

openai/gpt-5.6-sol (20 runs) · consistency 77.8

raleigh, nc 90%
pittsburgh, pa 10%
+ 20 responses

openai/gpt-5.6-terra (20 runs) · consistency 58.3

raleigh, nc 75%
madison, wi 20%
+ 20 responses

openai/gpt-5.5 (10 runs) · consistency 100

raleigh, nc 100%
+ 10 responses

openai/gpt-5.4-mini (15 runs) · consistency 44.4

austin, tx 73%
raleigh, nc 13%
madison, wi 13%
+ 15 responses

openai/gpt-5.4-nano (30 runs) · consistency 33.3

austin, tx 33%
hedge 13%
seattle, wa 30%
boston, ma 10%
+ 30 responses

openai/gpt-5.4 (30 runs) · consistency 13.9

austin, tx 13%
raleigh, nc 13%
madison, wi 37%
chicago, il 13%
minneapolis, mn 10%
+ 30 responses

openai/gpt-5.3-chat (25 runs) · consistency 19.4

austin, tx 44%
raleigh, nc 28%
hedge 20%
+ 25 responses

openai/gpt-oss-120b (15 runs) · consistency 61.1

austin, tx 73%
other 20%
+ 15 responses

openai/o3 (10 runs) · consistency 77.8

austin, tx 90%
boulder, co 10%
+ 10 responses

openai/o4-mini (10 runs) · consistency 77.8

austin, tx 90%
raleigh, nc 10%
+ 10 responses

openai/gpt-4.1 (10 runs) · consistency 100

austin, tx 100%
+ 10 responses

openai/gpt-4.1-mini (20 runs) · consistency 44.4

austin, tx 70%
hedge 25%
+ 20 responses

openai/gpt-4.1-nano (10 runs) · consistency 77.8

austin, tx 90%
hedge 10%
+ 10 responses

openai/o3-mini (10 runs) · consistency 100

austin, tx 100%
+ 10 responses

openai/gpt-4o-mini (10 runs) · consistency 100

austin, tx 100%
+ 10 responses

openai/gpt-3.5-turbo (10 runs) · consistency 30.6

austin, tx 30%
hedge 10%
refusal 50%
seattle, wa 10%
+ 10 responses

openai/gpt-4 (10 runs) · consistency 30.6

austin, tx 60%
boulder, co 10%
hedge 20%
other 10%
+ 10 responses

Qwen

qwen/qwen3.8-max-0902 (10 runs) · consistency 44.4

austin, tx 70%
raleigh, nc 20%
huntsville, al 10%
+ 10 responses

qwen/qwen3.8-flash (5 runs)

austin, tx 80%
boulder, co 20%
+ 5 responses

qwen/qwen3.8-27b (6 runs)

austin, tx 83%
denver, co 17%
+ 6 responses

qwen/qwen3.7-flash (9 runs) · consistency 19.4

austin, tx 45%
raleigh, nc 22%
madison, wi 11%
refusal 11%
san diego, ca 11%
+ 9 responses

qwen/qwen3.7-plus (25 runs) · consistency 27.8

austin, tx 40%
raleigh, nc 24%
other 16%
huntsville, al 16%
+ 25 responses

qwen/qwen3.7-max (15 runs) · consistency 44.4

raleigh, nc 73%
green bay, wi 20%
+ 15 responses

qwen/qwen3.6-27b (20 runs) · consistency 36.1

austin, tx 65%
raleigh, nc 20%
refusal 10%
+ 20 responses

qwen/qwen3.6-flash (20 runs) · consistency 36.1

austin, tx 55%
raleigh, nc 35%
+ 20 responses

qwen/qwen3.6-max-preview (20 runs) · consistency 22.2

austin, tx 50%
raleigh, nc 20%
boulder, co 10%
refusal 20%
+ 20 responses

qwen/qwen3.6-plus (10 runs) · consistency 100

austin, tx 100%
+ 10 responses

qwen/qwen3.5-122b-a10b (25 runs) · consistency 27.8

austin, tx 40%
raleigh, nc 44%
boulder, co 16%
+ 25 responses

qwen/qwen3.5-flash-02-23 (30 runs) · consistency 30.6

austin, tx 27%
raleigh, nc 40%
hedge 27%
+ 30 responses

qwen/qwen3-235b-a22b-2507 (15 runs) · consistency 61.1

austin, tx 73%
refusal 27%
+ 15 responses

Sakana

sakana/fugu-ultra (15 runs) · consistency 77.8

raleigh, nc 93%
+ 15 responses

StepFun

stepfun/step-3.7-flash (20 runs) · consistency 25

austin, tx 65%
hedge 20%
+ 20 responses

Tencent

tencent/hy4-preview (4 runs)

raleigh, nc 100%
+ 4 responses

tencent/hy-mt2-30b-a3b (10 runs) · consistency 100

austin, tx 100%
+ 10 responses

tencent/hy3 (10 runs) · consistency 44.4

austin, tx 70%
denver, co 10%
boulder, co 20%
+ 10 responses

tencent/hy3:free (20 runs) · consistency 58.3

austin, tx 75%
raleigh, nc 10%
+ 20 responses

ThinkingMachines

thinkingmachines/inkling-small (10 runs) · consistency 25

austin, tx 50%
raleigh, nc 10%
madison, wi 10%
hedge 30%
+ 10 responses

thinkingmachines/inkling (20 runs) · consistency 36.1

austin, tx 70%
hedge 25%
+ 20 responses

Upstage

upstage/solar-mini4 (10 runs) · consistency 41.7

austin, tx 20%
hedge 60%
seattle, wa 10%
oregon city, or 10%
+ 10 responses

upstage/solar-pro4 (10 runs) · consistency 25

austin, tx 40%
hedge 40%
refusal 10%
seattle, wa 10%
+ 10 responses

upstage/solar-pro-3 (10 runs) · consistency 30.6

austin, tx 60%
raleigh, nc 10%
hedge 20%
dallas, tx 10%
+ 10 responses

xAI

x-ai/grok-4.7 (10 runs) · consistency 50

austin, tx 70%
raleigh, nc 30%
+ 10 responses

x-ai/grok-4.6 (10 runs) · consistency 100

austin, tx 100%
+ 10 responses

x-ai/grok-4.5 (20 runs) · consistency 58.3

austin, tx 90%
+ 20 responses

x-ai/grok-4.3 (20 runs) · consistency 30.6

austin, tx 60%
denver, co 10%
refusal 15%
other 15%
+ 20 responses

x-ai/grok-4.20 (20 runs) · consistency 77.8

austin, tx 90%
+ 20 responses

x-ai/grok-4-fast (10 runs) · consistency 100

austin, tx 100%
+ 10 responses

x-ai/grok-4.1-fast (10 runs) · consistency 100

austin, tx 100%
+ 10 responses

Xiaomi

xiaomi/mimo-v2.5 (20 runs) · consistency 77.8

austin, tx 80%
raleigh, nc 10%
+ 20 responses

xiaomi/mimo-v2.5-pro (20 runs) · consistency 77.8

austin, tx 90%
+ 20 responses

xiaomi/mimo-v2-omni (20 runs) · consistency 50

austin, tx 40%
raleigh, nc 60%
+ 20 responses

xiaomi/mimo-v2-pro (15 runs) · consistency 61.1

austin, tx 80%
raleigh, nc 20%
+ 15 responses

Z.ai

z-ai/glm-5.3-flash (10 runs) · consistency 44.4

austin, tx 50%
raleigh, nc 50%
+ 10 responses

z-ai/glm-5.3 (10 runs) · consistency 50

austin, tx 40%
raleigh, nc 60%
+ 10 responses

z-ai/glm-5.2 (15 runs) · consistency 50

austin, tx 67%
raleigh, nc 33%
+ 15 responses

z-ai/glm-5.1 (15 runs) · consistency 36.1

austin, tx 67%
raleigh, nc 27%
+ 15 responses

z-ai/glm-5-turbo (10 runs) · consistency 25

austin, tx 40%
raleigh, nc 40%
hedge 10%
arlington, va 10%
+ 10 responses

z-ai/glm-5 (20 runs) · consistency 44.4

austin, tx 30%
hedge 55%
other 10%
+ 20 responses

z-ai/glm-4.7-flash (20 runs) · consistency 77.8

austin, tx 10%
hedge 75%
+ 20 responses

z-ai/glm-4.7 (20 runs) · consistency 19.4

austin, tx 35%
hedge 20%
green bay, wi 35%
+ 20 responses