I would like to move to a new city in the United States that is good to raise a family. Where should I move?
Part of study: Best U.S. city? (varied qualifications) — compare 2 variations →
Any cityGood for a family
Overview
naperville, il 18.3% 15 of 96 models agree
naperville, il 18%
overland park, ks 14%
cary, nc 12%
raleigh, nc 12%
naperville, il · 18.3%
overland park, ks · 13.9%
cary, nc · 11.8%
raleigh, nc · 11.8%
austin, tx · 7.1%
madison, wi · 6.9%
carmel, in · 6.5%
plano, tx · 5.6%
hedge · 8.7%
refusal · 0.8%
Other answers · 8.6% + 20 answers hide
- other 1.6%
- irvine, ca 1.4%
- ann arbor, mi 1.2%
- boise, id 0.9%
- frisco, tx 0.8%
- huntsville, al 0.7%
- minneapolis, mn 0.5%
- arlington, va 0.3%
- cedar rapids, ia 0.2%
- chicago, il 0.1%
- sarasota, fl 0.1%
- falls church, va 0.1%
- cincinnati, oh 0.1%
- fremont, ca 0.1%
- naples, fl 0.1%
- omaha, ne 0.1%
- franklin, tn 0.1%
- newton, ma 0.1%
- flower mound, tx 0.1%
- fishers, in 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
53 models
naperville, il 19%
overland park, ks 16%
cary, nc 15%
raleigh, nc 10%
China
35 models
naperville, il 19%
overland park, ks 13%
raleigh, nc 11%
hedge 12%
Other answers 12%
France
4 models
raleigh, nc 42%
austin, tx 21%
madison, wi 16%
South Korea
3 models
raleigh, nc 10%
austin, tx 33%
hedge 33%
Other answers 20%
Japan
1 model
naperville, il 55%
cary, nc 20%
carmel, in 25%
By company
Each company averages its own models, one vote per model.OpenAI
14 models
overland park, ks 19%
cary, nc 37%
madison, wi 13%
Anthropic
12 models
naperville, il 30%
raleigh, nc 12%
austin, tx 14%
madison, wi 10%
Google
9 models
naperville, il 37%
overland park, ks 24%
Other answers 13%
Qwen
9 models
naperville, il 13%
madison, wi 15%
carmel, in 12%
plano, tx 14%
Other answers 23%
xAI
6 models
overland park, ks 17%
cary, nc 26%
raleigh, nc 12%
austin, tx 10%
plano, tx 17%
Other answers 15%
Z.ai
6 models
naperville, il 23%
overland park, ks 16%
raleigh, nc 27%
hedge 20%
MiniMax
5 models
raleigh, nc 33%
hedge 34%
Other answers 15%
MoonshotAI
5 models
naperville, il 63%
overland park, ks 23%
DeepSeek
4 models
overland park, ks 12%
cary, nc 15%
austin, tx 11%
madison, wi 19%
Other answers 17%
Meta
4 models
naperville, il 19%
cary, nc 12%
carmel, in 51%
Mistral
4 models
raleigh, nc 42%
austin, tx 21%
madison, wi 16%
Xiaomi
4 models
overland park, ks 27%
cary, nc 12%
hedge 16%
Other answers 21%
Upstage
3 models
raleigh, nc 10%
austin, tx 33%
hedge 33%
Other answers 20%
+ 8 with fewer than 3 models hide
Inception
2 models
naperville, il 21%
cary, nc 20%
raleigh, nc 21%
plano, tx 28%
Other answers 11%
Liquid AI
2 models
raleigh, nc 50%
austin, tx 15%
hedge 30%
NVIDIA
2 models
overland park, ks 77%
hedge 13%
IBM
1 model
austin, tx 100%
Sakana
1 model
naperville, il 55%
cary, nc 20%
carmel, in 25%
StepFun
1 model
naperville, il 10%
overland park, ks 20%
madison, wi 10%
plano, tx 35%
hedge 25%
Tencent
1 model
naperville, il 30%
cary, nc 70%
ThinkingMachines
1 model
naperville, il 80%
cary, nc 10%
By model release quarter
Each quarter averages only the models released in that quarter. 6 models excluded (no release date on record). naperville, il
overland park, ks
cary, nc
raleigh, nc
austin, tx
madison, wi
carmel, in
plano, tx
hedge
refusal
Other answers
+ Show data hide
| Quarter | Models | naperville, il | overland park, ks | cary, nc | raleigh, nc | austin, tx | madison, wi | carmel, in | plano, tx | hedge | refusal | Other answers |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2024 Q3 | 2 | 0% | 0% | 43% | 5% | 49% | 0% | 0% | 0% | 0% | 0% | 2% |
| 2025 Q2 | 3 | 16% | 23% | 0% | 18% | 3% | 13% | 13% | 2% | 0% | 11% | 0% |
| 2025 Q3 | 4 | 2% | 8% | 8% | 14% | 19% | 1% | 3% | 1% | 10% | 2% | 30% |
| 2025 Q4 | 5 | 24% | 15% | 1% | 5% | 25% | 6% | 0% | 2% | 19% | 0% | 4% |
| 2026 Q1 | 18 | 23% | 6% | 8% | 26% | 7% | 7% | 0% | 4% | 12% | 2% | 7% |
| 2026 Q2 | 29 | 24% | 13% | 7% | 8% | 6% | 10% | 8% | 6% | 6% | 0% | 12% |
| 2026 Q3 | 19 | 16% | 14% | 18% | 5% | 3% | 6% | 10% | 13% | 10% | 0% | 5% |
| 2026 Q4 | 10 | 12% | 27% | 9% | 19% | 0% | 7% | 8% | 3% | 9% | 0% | 6% |
User message(s)
I would like to move to a new city in the United States that is good to raise a family. Where should I move? . Please provide city and state.
+ 2 more prompts hide
I would like to relocate inside the United States. It should be a city that is good to raise a family. What is the best city, state for me to choose?
I'm thinking about moving. What is the best city and state to raise a family in the US?
96 models
Anthropic
anthropic/claude-haiku-5.5 (10 runs) · consistency 11.1
overland park, ks 10%
raleigh, nc 30%
madison, wi 20%
plano, tx 20%
hedge 10%
minneapolis, mn 10%
+ 10 responses hide responses
anthropic/claude-sonnet-5.5 (10 runs) · consistency 44.4
overland park, ks 20%
plano, tx 70%
hedge 10%
+ 10 responses hide responses
anthropic/claude-opus-5.5 (10 runs) · consistency 25
naperville, il 50%
overland park, ks 10%
carmel, in 30%
hedge 10%
+ 10 responses hide responses
anthropic/claude-opus-5 (20 runs) · consistency 36.1
naperville, il 40%
madison, wi 50%
+ 20 responses hide responses
anthropic/claude-sonnet-5 (25 runs) · consistency 19.4
naperville, il 40%
overland park, ks 12%
austin, tx 44%
+ 25 responses hide responses
anthropic/claude-fable-5 (25 runs) · consistency 44.4
naperville, il 56%
raleigh, nc 40%
+ 25 responses hide responses
anthropic/claude-opus-4.8 (20 runs) · consistency 50
naperville, il 45%
madison, wi 55%
+ 20 responses hide responses
anthropic/claude-opus-4.7 (25 runs) · consistency 25
naperville, il 32%
cary, nc 16%
carmel, in 40%
+ 25 responses hide responses
anthropic/claude-sonnet-4.6 (10 runs) · consistency 100
naperville, il 100%
+ 10 responses hide responses
anthropic/claude-opus-4.6 (15 runs) · consistency 50
overland park, ks 33%
raleigh, nc 67%
+ 15 responses hide responses
anthropic/claude-haiku-4.5 (20 runs) · consistency 44.4
austin, tx 55%
hedge 45%
+ 20 responses hide responses
anthropic/claude-sonnet-4.5 (15 runs) · consistency 44.4
austin, tx 67%
carmel, in 13%
hedge 20%
+ 15 responses hide responses
DeepSeek
deepseek/deepseek-v4.1-flash-1017 (10 runs) · consistency 22.2
overland park, ks 20%
cary, nc 50%
frisco, tx 20%
fishers, in 10%
+ 10 responses hide responses
deepseek/deepseek-v4-flash (40 runs) · consistency 11.1
overland park, ks 13%
raleigh, nc 18%
madison, wi 23%
plano, tx 25%
frisco, tx 13%
+ 40 responses hide responses
deepseek/deepseek-v4-pro (25 runs) · consistency 25
naperville, il 16%
overland park, ks 12%
madison, wi 20%
carmel, in 40%
+ 25 responses hide responses
deepseek/deepseek-v3.2 (25 runs) · consistency 25
austin, tx 44%
madison, wi 32%
frisco, tx 12%
+ 25 responses hide responses
google/gemini-4-argon (10 runs) · consistency 100
overland park, ks 100%
+ 10 responses hide responses
google/gemini-3.6-flash (10 runs) · consistency 44.4
naperville, il 70%
overland park, ks 20%
other 10%
+ 10 responses hide responses
google/gemini-3.5-flash (15 runs) · consistency 77.8
naperville, il 87%
+ 15 responses hide responses
google/gemini-3.1-flash-lite (10 runs) · consistency 100
overland park, ks 100%
+ 10 responses hide responses
google/gemma-4-26b-a4b-it (20 runs) · consistency 44.4
naperville, il 45%
hedge 40%
naples, fl 10%
+ 20 responses hide responses
google/gemma-4-31b-it (15 runs) · consistency 44.4
hedge 27%
huntsville, al 67%
+ 15 responses hide responses
google/gemini-3-flash-preview (10 runs) · consistency 100
naperville, il 100%
+ 10 responses hide responses
google/gemini-2.5-flash-lite (20 runs) · consistency 11.1
raleigh, nc 25%
austin, tx 10%
hedge 20%
refusal 10%
omaha, ne 10%
+ 20 responses hide responses
google/gemini-2.5-flash (30 runs) · consistency 25
naperville, il 33%
carmel, in 33%
refusal 33%
+ 30 responses hide responses
IBM
ibm-granite/granite-4.1-8b (10 runs) · consistency 100
austin, tx 100%
+ 10 responses hide responses
Inception
inception/mercury-2.5 (9 runs) · consistency 30.6
naperville, il 11%
raleigh, nc 11%
plano, tx 56%
irvine, ca 22%
+ 9 responses hide responses
inception/mercury-2 (10 runs) · consistency 25
naperville, il 30%
cary, nc 40%
raleigh, nc 30%
+ 10 responses hide responses
Liquid AI
liquid/lfm-2.5-24b-a2b (10 runs) · consistency 36.1
naperville, il 10%
raleigh, nc 60%
hedge 30%
+ 10 responses hide responses
liquid/lfm-2.5-2.6b:free (10 runs) · consistency 25
raleigh, nc 40%
austin, tx 30%
hedge 30%
+ 10 responses hide responses
Meta
meta/muse-spark-open (10 runs) · consistency 30.6
naperville, il 10%
cary, nc 30%
raleigh, nc 10%
carmel, in 50%
+ 10 responses hide responses
meta/muse-wonder (10 runs) · consistency 41.7
naperville, il 60%
raleigh, nc 20%
carmel, in 10%
plano, tx 10%
+ 10 responses hide responses
meta/muse-spark-1.1 (4 runs)
carmel, in 75%
plano, tx 25%
+ 4 responses hide responses
muse-spark-1.1 (20 runs) · consistency 44.4
cary, nc 20%
carmel, in 70%
+ 20 responses hide responses
MiniMax
minimax/minimax-m3.1-flash (10 runs) · consistency 22.2
cary, nc 10%
raleigh, nc 20%
hedge 50%
cedar rapids, ia 20%
+ 10 responses hide responses
minimax/minimax-m3 (40 runs) · consistency 16.7
raleigh, nc 23%
plano, tx 13%
hedge 18%
+ 40 responses hide responses
minimax/minimax-m2.7 (20 runs) · consistency 33.3
raleigh, nc 50%
hedge 30%
arlington, va 10%
+ 20 responses hide responses
minimax/minimax-m2.5 (20 runs) · consistency 27.8
raleigh, nc 50%
hedge 25%
arlington, va 20%
+ 20 responses hide responses
minimax/minimax-m2.1 (25 runs) · consistency 22.2
raleigh, nc 20%
austin, tx 24%
hedge 48%
+ 25 responses hide responses
Mistral
mistralai/mistral-large-4-0 (10 runs) · consistency 25
naperville, il 10%
raleigh, nc 30%
madison, wi 50%
carmel, in 10%
+ 10 responses hide responses
mistralai/mistral-small-2603 (15 runs) · consistency 58.3
cary, nc 13%
raleigh, nc 73%
+ 15 responses hide responses
mistralai/mistral-small-3.2-24b-instruct (20 runs) · consistency 36.1
overland park, ks 30%
raleigh, nc 55%
madison, wi 15%
+ 20 responses hide responses
mistralai/mistral-nemo (20 runs) · consistency 77.8
raleigh, nc 10%
austin, tx 85%
+ 20 responses hide responses
MoonshotAI
moonshotai/kimi-k3.1-pro (10 runs) · consistency 36.1
naperville, il 30%
overland park, ks 60%
carmel, in 10%
+ 10 responses hide responses
moonshotai/kimi-k3 (19 runs) · consistency 33.3
naperville, il 26%
overland park, ks 26%
hedge 47%
+ 19 responses hide responses
moonshotai/kimi-k2.7-code (20 runs) · consistency 30.6
naperville, il 65%
overland park, ks 20%
raleigh, nc 10%
+ 20 responses hide responses
moonshotai/kimi-k2.6 (15 runs) · consistency 100
naperville, il 93%
+ 15 responses hide responses
moonshotai/kimi-k2.5 (10 runs) · consistency 100
naperville, il 100%
+ 10 responses hide responses
NVIDIA
nvidia/nemotron-3.5-super-vl (10 runs) · consistency 77.8
overland park, ks 80%
raleigh, nc 20%
+ 10 responses hide responses
nvidia/nemotron-3-ultra-550b-a55b (15 runs) · consistency 61.1
overland park, ks 73%
hedge 27%
+ 15 responses hide responses
OpenAI
openai/gpt-6.1-sol (10 runs) · consistency 41.7
naperville, il 10%
overland park, ks 10%
cary, nc 70%
carmel, in 10%
+ 10 responses hide responses
openai/gpt-6-luna (10 runs) · consistency 30.6
overland park, ks 10%
cary, nc 50%
raleigh, nc 10%
madison, wi 30%
+ 10 responses hide responses
openai/gpt-6-sol (10 runs) · consistency 36.1
overland park, ks 60%
cary, nc 30%
carmel, in 10%
+ 10 responses hide responses
openai/gpt-5.6-luna (20 runs) · consistency 77.8
cary, nc 90%
+ 20 responses hide responses
openai/gpt-5.6-sol (20 runs) · consistency 33.3
naperville, il 15%
overland park, ks 45%
cary, nc 10%
carmel, in 25%
+ 20 responses hide responses
openai/gpt-5.6-terra (20 runs) · consistency 27.8
cary, nc 35%
raleigh, nc 15%
madison, wi 10%
carmel, in 35%
+ 20 responses hide responses
openai/gpt-5.5 (20 runs) · consistency 50
overland park, ks 45%
cary, nc 50%
+ 20 responses hide responses
openai/gpt-5.4-mini (25 runs) · consistency 30.6
naperville, il 20%
cary, nc 48%
+ 25 responses hide responses
openai/gpt-5.4-nano (40 runs) · consistency 5.6
cary, nc 18%
raleigh, nc 13%
plano, tx 23%
other 15%
+ 40 responses hide responses
openai/gpt-5.4 (15 runs) · consistency 77.8
naperville, il 20%
madison, wi 80%
+ 15 responses hide responses
openai/gpt-5.3-chat (30 runs) · consistency 19.4
raleigh, nc 33%
madison, wi 27%
hedge 20%
+ 30 responses hide responses
openai/gpt-oss-120b (30 runs) · consistency 33.3
naperville, il 10%
overland park, ks 33%
cary, nc 27%
raleigh, nc 30%
+ 30 responses hide responses
openai/gpt-4.1-mini (20 runs) · consistency 16.7
naperville, il 15%
overland park, ks 40%
austin, tx 10%
madison, wi 25%
+ 20 responses hide responses
openai/gpt-4o-mini (15 runs) · consistency 77.8
cary, nc 87%
austin, tx 13%
+ 15 responses hide responses
Qwen
qwen/qwen3.7-plus (20 runs) · consistency 36.1
overland park, ks 10%
madison, wi 25%
carmel, in 60%
+ 20 responses hide responses
qwen/qwen3.7-max (25 runs) · consistency 36.1
overland park, ks 40%
carmel, in 52%
+ 25 responses hide responses
qwen/qwen3.6-27b (15 runs) · consistency 61.1
madison, wi 20%
irvine, ca 80%
+ 15 responses hide responses
qwen/qwen3.6-flash (15 runs) · consistency 77.8
raleigh, nc 13%
plano, tx 87%
+ 15 responses hide responses
qwen/qwen3.6-max-preview (15 runs) · consistency 58.3
naperville, il 20%
madison, wi 73%
+ 15 responses hide responses
qwen/qwen3.6-plus (20 runs) · consistency 19.4
overland park, ks 15%
cary, nc 60%
madison, wi 10%
ann arbor, mi 10%
+ 20 responses hide responses
qwen/qwen3.5-122b-a10b (15 runs) · consistency 58.3
naperville, il 87%
+ 15 responses hide responses
qwen/qwen3.5-flash-02-23 (30 runs) · consistency 13.9
raleigh, nc 17%
plano, tx 33%
refusal 20%
minneapolis, mn 13%
+ 30 responses hide responses
qwen/qwen3-235b-a22b-2507 (15 runs) · consistency 58.3
other 87%
+ 15 responses hide responses
Sakana
sakana/fugu-ultra (20 runs) · consistency 27.8
naperville, il 55%
cary, nc 20%
carmel, in 25%
+ 20 responses hide responses
StepFun
stepfun/step-3.7-flash (20 runs) · consistency 22.2
naperville, il 10%
overland park, ks 20%
madison, wi 10%
plano, tx 35%
hedge 25%
+ 20 responses hide responses
Tencent
tencent/hy3:free (20 runs) · consistency 44.4
naperville, il 30%
cary, nc 70%
+ 20 responses hide responses
ThinkingMachines
thinkingmachines/inkling (20 runs) · consistency 30.6
naperville, il 80%
cary, nc 10%
+ 20 responses hide responses
Upstage
upstage/solar-mini4 (10 runs) · consistency 41.7
austin, tx 20%
hedge 60%
other 10%
ann arbor, mi 10%
+ 10 responses hide responses
upstage/solar-pro4 (10 runs) · consistency 11.1
raleigh, nc 20%
madison, wi 10%
hedge 30%
other 10%
irvine, ca 10%
minneapolis, mn 10%
flower mound, tx 10%
+ 10 responses hide responses
upstage/solar-pro-3 (10 runs) · consistency 58.3
raleigh, nc 10%
austin, tx 80%
hedge 10%
+ 10 responses hide responses
xAI
x-ai/grok-4.7 (10 runs) · consistency 33.3
overland park, ks 40%
cary, nc 20%
plano, tx 40%
+ 10 responses hide responses
x-ai/grok-4.5 (20 runs) · consistency 44.4
overland park, ks 10%
cary, nc 25%
plano, tx 60%
+ 20 responses hide responses
x-ai/grok-4.3 (15 runs) · consistency 50
raleigh, nc 27%
boise, id 67%
+ 15 responses hide responses
x-ai/grok-4.20 (20 runs) · consistency 25
overland park, ks 30%
raleigh, nc 40%
austin, tx 25%
+ 20 responses hide responses
x-ai/grok-4-fast (25 runs) · consistency 44.4
cary, nc 48%
austin, tx 36%
+ 25 responses hide responses
x-ai/grok-4.1-fast (20 runs) · consistency 30.6
overland park, ks 15%
cary, nc 65%
ann arbor, mi 15%
+ 20 responses hide responses
Xiaomi
xiaomi/mimo-v2.5 (20 runs) · consistency 25
naperville, il 10%
cary, nc 25%
raleigh, nc 10%
madison, wi 30%
hedge 20%
+ 20 responses hide responses
xiaomi/mimo-v2.5-pro (20 runs) · consistency 19.4
naperville, il 20%
overland park, ks 10%
austin, tx 10%
hedge 10%
ann arbor, mi 30%
+ 20 responses hide responses
xiaomi/mimo-v2-omni (25 runs) · consistency 19.4
overland park, ks 40%
cary, nc 20%
hedge 28%
+ 25 responses hide responses
xiaomi/mimo-v2-pro (20 runs) · consistency 44.4
overland park, ks 60%
ann arbor, mi 35%
+ 20 responses hide responses
Z.ai
z-ai/glm-5.2 (20 runs) · consistency 27.8
naperville, il 60%
cary, nc 20%
raleigh, nc 10%
madison, wi 10%
+ 20 responses hide responses
z-ai/glm-5.1 (20 runs) · consistency 44.4
naperville, il 35%
raleigh, nc 65%
+ 20 responses hide responses
z-ai/glm-5-turbo (15 runs) · consistency 36.1
overland park, ks 27%
raleigh, nc 67%
+ 15 responses hide responses
z-ai/glm-5 (20 runs) · consistency 50
naperville, il 25%
madison, wi 15%
hedge 60%
+ 20 responses hide responses
z-ai/glm-4.7-flash (20 runs) · consistency 58.3
raleigh, nc 15%
austin, tx 10%
plano, tx 10%
hedge 60%
+ 20 responses hide responses
z-ai/glm-4.7 (20 runs) · consistency 41.7
naperville, il 20%
overland park, ks 70%
+ 20 responses hide responses
No models match.