What's AI's go-to human or ai decisions?
100 AI models, 100 simple questions, asked 3 times each. Explore all 30,000 answers.
Explore by prompt
Explore by model
Human or AI decisions
Choose exactly one option: Human judgment or AI decisions. Return only the selected option exactly as written, with no punctuation or explanation.
Most common response
Human Judgment
92.1% of the provider-balanced result.
Response distribution
2 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
|
Human judgment | Human judgment | Human judgment |
DeepSeek V4 Pro
deepseek/deepseek-v4-pro
|
Human judgment | Human judgment | Human judgment |
Gemini 3.1 Pro Preview
google/gemini-3.1-pro-preview
|
Human judgment | Human judgment | Human judgment |
GLM 5.2
z-ai/glm-5.2
|
Human judgment | Human judgment | Human judgment |
GPT-5.6 Sol Pro
openai/gpt-5.6-sol-pro
|
Human judgment | Human judgment | Human judgment |
Grok 4.5
x-ai/grok-4.5
|
Human judgment | Human judgment | Human judgment |
Hy3
tencent/hy3
|
Human judgment | Human judgment | Human judgment |
Kimi K3
moonshotai/kimi-k3
|
Human judgment | Human judgment | Human judgment |
Laguna XS 2.1
poolside/laguna-xs-2.1
|
Human judgment | AI decisions | Human judgment |
Ling-2.6-flash
inclusionai/ling-2.6-flash
|
Human judgment | Human judgment | Human judgment |
Llama 4 Maverick
meta-llama/llama-4-maverick
|
Human judgment | Human judgment | Human judgment |
MiMo-V2.5-Pro
xiaomi/mimo-v2.5-pro
|
AI decisions | AI decisions | AI decisions |
MiniMax M3
minimax/minimax-m3
|
Human judgment | Human judgment | Human judgment |
Mistral Small 4
mistralai/mistral-small-2603
|
AI decisions | Human judgment | Human judgment |
Nemotron 3 Ultra
nvidia/nemotron-3-ultra-550b-a55b
|
Human judgment | Human judgment | Human judgment |
Qwen3.7 Max
qwen/qwen3.7-max
|
Human judgment | Human judgment | Human judgment |
Step 3.7 Flash
stepfun/step-3.7-flash
|
Human judgment | Human judgment | Human judgment |
Claude Haiku 4.5
anthropic/claude-haiku-4.5
|
Human judgment | Human judgment | Human judgment |
Claude Opus 4.5
anthropic/claude-opus-4.5
|
Human judgment | Human judgment | Human judgment |
Claude Opus 4.6
anthropic/claude-opus-4.6
|
Human judgment | Human judgment | Human judgment |
Claude Opus 4.7
anthropic/claude-opus-4.7
|
Human judgment | Human judgment | Human judgment |
Claude Opus 4.8
anthropic/claude-opus-4.8
|
Human judgment | AI decisions | Human judgment |
Claude Opus 4.8 (Fast)
anthropic/claude-opus-4.8-fast
|
Human judgment | Human judgment | Human judgment |
Claude Sonnet 4
anthropic/claude-sonnet-4
|
Human judgment | Human judgment | Human judgment |
Claude Sonnet 4.5
anthropic/claude-sonnet-4.5
|
Human judgment | Human judgment | Human judgment |
Claude Sonnet 4.6
anthropic/claude-sonnet-4.6
|
Human judgment | Human judgment | Human judgment |
Claude Sonnet 5
anthropic/claude-sonnet-5
|
Human judgment | Human judgment | Human judgment |
DeepSeek V3
deepseek/deepseek-chat
|
Human judgment | Human judgment | Human judgment |
DeepSeek V3 0324
deepseek/deepseek-chat-v3-0324
|
Human judgment | Human judgment | Human judgment |
DeepSeek V3.1
deepseek/deepseek-chat-v3.1
|
Human judgment | Human judgment | Human judgment |
DeepSeek V3.1 Terminus
deepseek/deepseek-v3.1-terminus
|
Human judgment | Human judgment | Human judgment |
DeepSeek V3.2
deepseek/deepseek-v3.2
|
Human judgment | Human judgment | Human judgment |
DeepSeek V3.2 Exp
deepseek/deepseek-v3.2-exp
|
AI decisions | Human judgment | AI decisions |
DeepSeek V4 Flash
deepseek/deepseek-v4-flash
|
Human judgment | Human judgment | Human judgment |
Gemini 2.5 Flash
google/gemini-2.5-flash
|
Human judgment | Human judgment | Human judgment |
Gemini 2.5 Flash Lite
google/gemini-2.5-flash-lite
|
Human judgment | Human judgment | Human judgment |
Gemini 2.5 Pro
google/gemini-2.5-pro
|
Human judgment | Human judgment | Human judgment |
Gemini 3 Flash Preview
google/gemini-3-flash-preview
|
Human judgment | Human judgment | Human judgment |
Gemini 3.1 Flash Lite
google/gemini-3.1-flash-lite
|
Human judgment | Human judgment | Human judgment |
Gemini 3.1 Flash Lite Preview
google/gemini-3.1-flash-lite-preview
|
Human judgment | Human judgment | Human judgment |
Gemini 3.5 Flash
google/gemini-3.5-flash
|
Human judgment | Human judgment | Human judgment |
Gemma 3 27B
google/gemma-3-27b-it
|
Human judgment | Human judgment | Human judgment |
Gemma 4 26B A4B
google/gemma-4-26b-a4b-it
|
Human judgment | Human judgment | Human judgment |
Gemma 4 31B
google/gemma-4-31b-it
|
Human judgment | Human judgment | Human judgment |
GLM 4.7
z-ai/glm-4.7
|
Human judgment | Human judgment | Human judgment |
GLM 4.7 Flash
z-ai/glm-4.7-flash
|
Human judgment | Human judgment | AI decisions |
GLM 5
z-ai/glm-5
|
Human judgment | Human judgment | Human judgment |
GLM 5.1
z-ai/glm-5.1
|
Human judgment | Human judgment | Human judgment |
GPT-4.1
openai/gpt-4.1
|
Human judgment | Human judgment | Human judgment |
GPT-4.1 Mini
openai/gpt-4.1-mini
|
Human judgment | Human judgment | AI decisions |
GPT-4.1 Nano
openai/gpt-4.1-nano
|
AI decisions | Human judgment | Human judgment |
GPT-4o-mini
openai/gpt-4o-mini
|
Human judgment | Human judgment | Human judgment |
GPT-5
openai/gpt-5
|
Human judgment | Human judgment | Human judgment |
GPT-5 Mini
openai/gpt-5-mini
|
Human judgment | Human judgment | Human judgment |
GPT-5 Nano
openai/gpt-5-nano
|
Human judgment | Human judgment | AI decisions |
GPT-5.1
openai/gpt-5.1
|
Human judgment | Human judgment | Human judgment |
GPT-5.2
openai/gpt-5.2
|
Human judgment | Human judgment | Human judgment |
GPT-5.3-Codex
openai/gpt-5.3-codex
|
Human judgment | Human judgment | Human judgment |
GPT-5.4
openai/gpt-5.4
|
Human judgment | Human judgment | Human judgment |
GPT-5.4 Mini
openai/gpt-5.4-mini
|
Human judgment | Human judgment | Human judgment |
GPT-5.4 Nano
openai/gpt-5.4-nano
|
AI decisions | AI decisions | Human judgment |
GPT-5.5
openai/gpt-5.5
|
Human judgment | Human judgment | Human judgment |
GPT-5.6 Luna
openai/gpt-5.6-luna
|
Human judgment | Human judgment | Human judgment |
GPT-5.6 Luna Pro
openai/gpt-5.6-luna-pro
|
Human judgment | Human judgment | Human judgment |
GPT-5.6 Sol
openai/gpt-5.6-sol
|
Human judgment | Human judgment | Human judgment |
GPT-5.6 Terra
openai/gpt-5.6-terra
|
Human judgment | Human judgment | Human judgment |
GPT-5.6 Terra Pro
openai/gpt-5.6-terra-pro
|
Human judgment | Human judgment | Human judgment |
gpt-oss-120b
openai/gpt-oss-120b
|
Human judgment | Human judgment | Human judgment |
gpt-oss-20b
openai/gpt-oss-20b
|
Human judgment | Human judgment | Human judgment |
Grok 4.20
x-ai/grok-4.20
|
Human judgment | AI decisions | Human judgment |
Grok 4.3
x-ai/grok-4.3
|
Human judgment | Human judgment | Human judgment |
Hy3 preview
tencent/hy3-preview
|
Human judgment | Human judgment | Human judgment |
Kimi K2.5
moonshotai/kimi-k2.5
|
Human judgment | Human judgment | Human judgment |
Kimi K2.6
moonshotai/kimi-k2.6
|
Human judgment | Human judgment | Human judgment |
Kimi K2.7 Code
moonshotai/kimi-k2.7-code
|
Human judgment | Human judgment | Human judgment |
Llama 3.1 8B Instruct
meta-llama/llama-3.1-8b-instruct
|
Human judgment | Human judgment | Human judgment |
Llama 3.3 70B Instruct
meta-llama/llama-3.3-70b-instruct
|
Human judgment | Human judgment | Human judgment |
MiMo-V2.5
xiaomi/mimo-v2.5
|
Human judgment | Human judgment | Human judgment |
MiniMax M2.5
minimax/minimax-m2.5
|
Human judgment | Human judgment | Human judgment |
MiniMax M2.7
minimax/minimax-m2.7
|
Human judgment | Human judgment | Human judgment |
Mistral Nemo
mistralai/mistral-nemo
|
Human judgment | Human judgment | Human judgment |
Mistral Small 3.2 24B
mistralai/mistral-small-3.2-24b-instruct
|
Human judgment | Human judgment | Human judgment |
Nemotron 3 Nano 30B A3B
nvidia/nemotron-3-nano-30b-a3b
|
Human judgment | Human judgment | Human judgment |
Nemotron 3 Super
nvidia/nemotron-3-super-120b-a12b
|
Human judgment | Human judgment | Human judgment |
o4 Mini
openai/o4-mini
|
AI decisions | Human judgment | Human judgment |
Qwen3 235B A22B Instruct 2507
qwen/qwen3-235b-a22b-2507
|
Human judgment | Human judgment | Human judgment |
Qwen3 30B A3B Instruct 2507
qwen/qwen3-30b-a3b-instruct-2507
|
Human judgment | Human judgment | Human judgment |
Qwen3 Coder Next
qwen/qwen3-coder-next
|
Human judgment | Human judgment | Human judgment |
Qwen3 Next 80B A3B Instruct
qwen/qwen3-next-80b-a3b-instruct
|
Human judgment | Human judgment | Human judgment |
Qwen3.5 397B A17B
qwen/qwen3.5-397b-a17b
|
Human judgment | Human judgment | Human judgment |
Qwen3.5-122B-A10B
qwen/qwen3.5-122b-a10b
|
Human judgment | Human judgment | Human judgment |
Qwen3.5-27B
qwen/qwen3.5-27b
|
Human judgment | Human judgment | Human judgment |
Qwen3.5-35B-A3B
qwen/qwen3.5-35b-a3b
|
Human judgment | Human judgment | Human judgment |
Qwen3.5-9B
qwen/qwen3.5-9b
|
Human judgment | Human judgment | AI decisions |
Qwen3.5-Flash
qwen/qwen3.5-flash-02-23
|
Human judgment | Human judgment | Human judgment |
Qwen3.6 27B
qwen/qwen3.6-27b
|
Human judgment | Human judgment | Human judgment |
Qwen3.6 35B A3B
qwen/qwen3.6-35b-a3b
|
Human judgment | Human judgment | Human judgment |
Qwen3.6 Flash
qwen/qwen3.6-flash
|
Human judgment | Human judgment | Human judgment |
Qwen3.6 Plus
qwen/qwen3.6-plus
|
Human judgment | Human judgment | Human judgment |
Qwen3.7 Plus
qwen/qwen3.7-plus
|
Human judgment | Human judgment | Human judgment |
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