What's AI's go-to new housing location?
100 AI models, 100 simple questions, asked 3 times each. Explore all 30,000 answers.
Explore by prompt
Explore by model
New housing location
Choose exactly one location for new housing: City center, Suburbs, or Countryside. Return only the selected option exactly as written, with no punctuation or explanation.
Most common response
Suburbs
72.6% of the provider-balanced result.
Response distribution
3 response categoriesResult weighting of most common answer
Each of the 17 model providers has equal influence, regardless of how many models they have in the dataset.
| Model | Run 1 | Run 2 | Run 3 |
|---|---|---|---|
Claude Fable 5
anthropic/claude-fable-5
|
Suburbs | Suburbs | City center |
DeepSeek V4 Pro
deepseek/deepseek-v4-pro
|
City center | Suburbs | City center |
Gemini 3.1 Pro Preview
google/gemini-3.1-pro-preview
|
Suburbs | Suburbs | Suburbs |
GLM 5.2
z-ai/glm-5.2
|
Suburbs | Suburbs | Suburbs |
GPT-5.6 Sol Pro
openai/gpt-5.6-sol-pro
|
City center | City center | City center |
Grok 4.5
x-ai/grok-4.5
|
Suburbs | Suburbs | Suburbs |
Hy3
tencent/hy3
|
Suburbs | Suburbs | Suburbs |
Kimi K3
moonshotai/kimi-k3
|
City center | Suburbs | Suburbs |
Laguna XS 2.1
poolside/laguna-xs-2.1
|
Suburbs | Suburbs | Suburbs |
Ling-2.6-flash
inclusionai/ling-2.6-flash
|
City center | City center | City center |
Llama 4 Maverick
meta-llama/llama-4-maverick
|
Suburbs | Suburbs | Suburbs |
MiMo-V2.5-Pro
xiaomi/mimo-v2.5-pro
|
Suburbs | Suburbs | Suburbs |
MiniMax M3
minimax/minimax-m3
|
Suburbs | Suburbs | Suburbs |
Mistral Small 4
mistralai/mistral-small-2603
|
Countryside | Countryside | City center |
Nemotron 3 Ultra
nvidia/nemotron-3-ultra-550b-a55b
|
Suburbs | Suburbs | Suburbs |
Qwen3.7 Max
qwen/qwen3.7-max
|
Suburbs | Suburbs | Suburbs |
Step 3.7 Flash
stepfun/step-3.7-flash
|
Suburbs | Suburbs | Suburbs |
Claude Haiku 4.5
anthropic/claude-haiku-4.5
|
Suburbs | Suburbs | Suburbs |
Claude Opus 4.5
anthropic/claude-opus-4.5
|
Suburbs | Suburbs | Suburbs |
Claude Opus 4.6
anthropic/claude-opus-4.6
|
Suburbs | Suburbs | Suburbs |
Claude Opus 4.7
anthropic/claude-opus-4.7
|
Suburbs | Suburbs | Suburbs |
Claude Opus 4.8
anthropic/claude-opus-4.8
|
Suburbs | Suburbs | Suburbs |
Claude Opus 4.8 (Fast)
anthropic/claude-opus-4.8-fast
|
Suburbs | Suburbs | Suburbs |
Claude Sonnet 4
anthropic/claude-sonnet-4
|
City center | City center | City center |
Claude Sonnet 4.5
anthropic/claude-sonnet-4.5
|
Suburbs | Suburbs | Suburbs |
Claude Sonnet 4.6
anthropic/claude-sonnet-4.6
|
Suburbs | Suburbs | Suburbs |
Claude Sonnet 5
anthropic/claude-sonnet-5
|
Suburbs | Suburbs | Suburbs |
DeepSeek V3
deepseek/deepseek-chat
|
City center | Suburbs | Suburbs |
DeepSeek V3 0324
deepseek/deepseek-chat-v3-0324
|
Suburbs | Suburbs | City center |
DeepSeek V3.1
deepseek/deepseek-chat-v3.1
|
Suburbs | Countryside | Suburbs |
DeepSeek V3.1 Terminus
deepseek/deepseek-v3.1-terminus
|
Countryside | Countryside | Countryside |
DeepSeek V3.2
deepseek/deepseek-v3.2
|
City center | Countryside | Countryside |
DeepSeek V3.2 Exp
deepseek/deepseek-v3.2-exp
|
City center | City center | Suburbs |
DeepSeek V4 Flash
deepseek/deepseek-v4-flash
|
Suburbs | Countryside | Suburbs |
Gemini 2.5 Flash
google/gemini-2.5-flash
|
Suburbs | Suburbs | City center |
Gemini 2.5 Flash Lite
google/gemini-2.5-flash-lite
|
Suburbs | City center | City center |
Gemini 2.5 Pro
google/gemini-2.5-pro
|
Suburbs | Suburbs | City center |
Gemini 3 Flash Preview
google/gemini-3-flash-preview
|
City center | City center | Suburbs |
Gemini 3.1 Flash Lite
google/gemini-3.1-flash-lite
|
Suburbs | Suburbs | Suburbs |
Gemini 3.1 Flash Lite Preview
google/gemini-3.1-flash-lite-preview
|
Suburbs | Suburbs | Suburbs |
Gemini 3.5 Flash
google/gemini-3.5-flash
|
City center | City center | City center |
Gemma 3 27B
google/gemma-3-27b-it
|
Suburbs | Suburbs | Suburbs |
Gemma 4 26B A4B
google/gemma-4-26b-a4b-it
|
City center | City center | City center |
Gemma 4 31B
google/gemma-4-31b-it
|
Suburbs | Suburbs | Suburbs |
GLM 4.7
z-ai/glm-4.7
|
Suburbs | Suburbs | Suburbs |
GLM 4.7 Flash
z-ai/glm-4.7-flash
|
City center | Suburbs | Suburbs |
GLM 5
z-ai/glm-5
|
Suburbs | Suburbs | Suburbs |
GLM 5.1
z-ai/glm-5.1
|
Suburbs | Suburbs | Suburbs |
GPT-4.1
openai/gpt-4.1
|
Suburbs | Suburbs | Suburbs |
GPT-4.1 Mini
openai/gpt-4.1-mini
|
Suburbs | Suburbs | Suburbs |
GPT-4.1 Nano
openai/gpt-4.1-nano
|
Suburbs | Suburbs | Suburbs |
GPT-4o-mini
openai/gpt-4o-mini
|
Suburbs | City center | City center |
GPT-5
openai/gpt-5
|
Suburbs | Suburbs | Suburbs |
GPT-5 Mini
openai/gpt-5-mini
|
Suburbs | Suburbs | Suburbs |
GPT-5 Nano
openai/gpt-5-nano
|
Suburbs | Suburbs | Suburbs |
GPT-5.1
openai/gpt-5.1
|
Suburbs | Suburbs | Suburbs |
GPT-5.2
openai/gpt-5.2
|
Suburbs | Suburbs | Suburbs |
GPT-5.3-Codex
openai/gpt-5.3-codex
|
Suburbs | Suburbs | Suburbs |
GPT-5.4
openai/gpt-5.4
|
Suburbs | Suburbs | Suburbs |
GPT-5.4 Mini
openai/gpt-5.4-mini
|
City center | City center | City center |
GPT-5.4 Nano
openai/gpt-5.4-nano
|
Suburbs | Suburbs | Suburbs |
GPT-5.5
openai/gpt-5.5
|
City center | City center | City center |
GPT-5.6 Luna
openai/gpt-5.6-luna
|
Suburbs | Suburbs | City center |
GPT-5.6 Luna Pro
openai/gpt-5.6-luna-pro
|
City center | City center | City center |
GPT-5.6 Sol
openai/gpt-5.6-sol
|
City center | City center | City center |
GPT-5.6 Terra
openai/gpt-5.6-terra
|
Suburbs | Suburbs | Suburbs |
GPT-5.6 Terra Pro
openai/gpt-5.6-terra-pro
|
Suburbs | Suburbs | Suburbs |
gpt-oss-120b
openai/gpt-oss-120b
|
Suburbs | Suburbs | Suburbs |
gpt-oss-20b
openai/gpt-oss-20b
|
Suburbs | Suburbs | Suburbs |
Grok 4.20
x-ai/grok-4.20
|
City center | City center | City center |
Grok 4.3
x-ai/grok-4.3
|
Suburbs | Suburbs | Suburbs |
Hy3 preview
tencent/hy3-preview
|
Suburbs | Suburbs | City center |
Kimi K2.5
moonshotai/kimi-k2.5
|
City center | Suburbs | Suburbs |
Kimi K2.6
moonshotai/kimi-k2.6
|
Suburbs | Suburbs | Suburbs |
Kimi K2.7 Code
moonshotai/kimi-k2.7-code
|
Suburbs | Suburbs | Suburbs |
Llama 3.1 8B Instruct
meta-llama/llama-3.1-8b-instruct
|
City center | Suburbs | Suburbs |
Llama 3.3 70B Instruct
meta-llama/llama-3.3-70b-instruct
|
Suburbs | Suburbs | Suburbs |
MiMo-V2.5
xiaomi/mimo-v2.5
|
Suburbs | City center | Suburbs |
MiniMax M2.5
minimax/minimax-m2.5
|
City center | City center | Suburbs |
MiniMax M2.7
minimax/minimax-m2.7
|
Suburbs | Suburbs | Suburbs |
Mistral Nemo
mistralai/mistral-nemo
|
City center | City center | City center |
Mistral Small 3.2 24B
mistralai/mistral-small-3.2-24b-instruct
|
Suburbs | Suburbs | Suburbs |
Nemotron 3 Nano 30B A3B
nvidia/nemotron-3-nano-30b-a3b
|
Suburbs | City center | Countryside |
Nemotron 3 Super
nvidia/nemotron-3-super-120b-a12b
|
Suburbs | Suburbs | Suburbs |
o4 Mini
openai/o4-mini
|
Suburbs | Suburbs | Suburbs |
Qwen3 235B A22B Instruct 2507
qwen/qwen3-235b-a22b-2507
|
City center | City center | Suburbs |
Qwen3 30B A3B Instruct 2507
qwen/qwen3-30b-a3b-instruct-2507
|
City center | Countryside | City center |
Qwen3 Coder Next
qwen/qwen3-coder-next
|
Suburbs | Suburbs | City center |
Qwen3 Next 80B A3B Instruct
qwen/qwen3-next-80b-a3b-instruct
|
City center | City center | City center |
Qwen3.5 397B A17B
qwen/qwen3.5-397b-a17b
|
Suburbs | Suburbs | Suburbs |
Qwen3.5-122B-A10B
qwen/qwen3.5-122b-a10b
|
Suburbs | Suburbs | Suburbs |
Qwen3.5-27B
qwen/qwen3.5-27b
|
Suburbs | City center | Suburbs |
Qwen3.5-35B-A3B
qwen/qwen3.5-35b-a3b
|
Suburbs | Suburbs | Suburbs |
Qwen3.5-9B
qwen/qwen3.5-9b
|
Suburbs | Suburbs | Suburbs |
Qwen3.5-Flash
qwen/qwen3.5-flash-02-23
|
Suburbs | Suburbs | Suburbs |
Qwen3.6 27B
qwen/qwen3.6-27b
|
Suburbs | Suburbs | Suburbs |
Qwen3.6 35B A3B
qwen/qwen3.6-35b-a3b
|
Suburbs | Suburbs | Suburbs |
Qwen3.6 Flash
qwen/qwen3.6-flash
|
Suburbs | Suburbs | Suburbs |
Qwen3.6 Plus
qwen/qwen3.6-plus
|
Suburbs | Suburbs | Suburbs |
Qwen3.7 Plus
qwen/qwen3.7-plus
|
Suburbs | Suburbs | Suburbs |
Dataset last updated July 18, 2026.
About
ModelBias.ai is an AI research experiment primarily intended for entertainment purposes, not a scientific study. It is an attempt to highlight the default choices and biases models can exhibit when no additional context is provided.
Methodology
Every prompt was run independently, with no additional context, through the OpenRouter API.
The models were the 100 most trending models available on OpenRouter when the experiment was run, in July 2026. Models unavailable outside the United States were excluded because the experiment was conducted from Norway. Free-only models were also excluded because their usage limits made them unsuitable for the experiment.
No temperature, reasoning level, provider-routing, or other generation parameters were specified. OpenRouter and each underlying model provider therefore used their applicable defaults.
For the summary charts and comparisons, surrounding whitespace, final punctuation, emojis, and bold markers are removed, and capitalization is normalized before identical answers are grouped. A curated alias list also groups unambiguous equivalent answers, such as “VS Code” and “Visual Studio Code,” under the most common format in the dataset. The downloadable dataset preserves every model's original output.
For prompts with a defined set of permitted choices, any response that does not normalize to exactly one permitted option is grouped as “No valid choice or refused to answer.” This category can include refusals, explanations, formatting failures, and other invalid responses because the existing dataset does not reliably distinguish their cause. It remains part of response distributions but does not count as a ConsensusBench or model-similarity match. Open-ended prompts are not classified this way.
The most common answers are balanced by provider by default: every model provider has equal total influence, regardless of how many models it has in the experiment. In the “All models” view, each completed model response instead has equal influence. Tied answers are shown jointly.
Tech Stack
This project was built with Codex using GPT-5.6 Sol.
Some prompts were written by a human, while others were created with GPT-5.6 Sol.
The backend is built in PHP using the Laravel framework. Prompts were run with the Laravel queue system.
Download the data
The complete dataset is free to download and use in your own project or research.
View and download the dataset on GitHub