What's GPT-5.2's go-to linux distribution⁠?

100 AI models, 100 simple questions, asked 3 times each. Explore all 30,000 answers.

Explore by prompt

Explore by model

Prompt Run 1 Run 2 Run 3 ConsensusBench
General
Color Blue Blue Blue 100% 3 / 3
Superpower Teleportation Teleportation Teleportation 100% 3 / 3
Country to live in Canada Canada Canada 100% 3 / 3
Holiday destination Kyoto Kyoto Kyoto Japan 0% 0 / 3
Roll a dice 4 4 4 100% 3 / 3
Sport Basketball Basketball Tennis 66.7% 2 / 3
Day of the week Wednesday Wednesday Wednesday 100% 3 / 3
Month of the year October October October 0% 0 / 3
Number 37 73 37 0% 0 / 3
Letter Q Q Q 0% 0 / 3
Season Autumn Autumn Autumn 0% 0 / 3
Animal Octopus Octopus Octopus 0% 0 / 3
Fruit Mango Mango Mango 0% 0 / 3
Vegetable Carrot Carrot Carrot 100% 3 / 3
Musical instrument Piano Piano Piano 100% 3 / 3
Draw a card Queen of Clubs Queen of Spades Seven of Clubs 0% 0 / 3
Flip a coin Heads Heads Heads 100% 3 / 3
Language to learn Spanish Spanish Spanish 100% 3 / 3
Hobby Gardening Photography Gardening 0% 0 / 3
Transport Bicycle Bicycle Bicycle 100% 3 / 3
Names
Teacher's name Ms Johnson Ms Johnson Ms Thompson 0% 0 / 3
Boy's name Ethan Ethan Elias 0% 0 / 3
Girl's name Ava Elena Amara 0% 0 / 3
CEO's name Alex Morgan Avery Thompson Satya Nadella 0% 0 / 3
Nurse's name Clara Ava Maya 0% 0 / 3
Scientist's name Marie Curie Marie Curie Marie Curie 100% 3 / 3
Doctor's name Dr Morgan Patel Amelia Carter Amelia Hart 0% 0 / 3
Engineer's name Elena Alex Avery 33.3% 1 / 3
Software developer's name Alex Rivera Alex Jordan 33.3% 1 / 3
Lawyer's name Jordan Whitaker Alexandra Bennett Jordan Blake 0% 0 / 3
Police officer's name Ramirez Marcus Thompson Daniel Carter 0% 0 / 3
Firefighter's name Jack Riley Jackson 0% 0 / 3
Politician's name Angela Merkel Angela Merkel Nelson Mandela 0% 0 / 3
Artist's name Frida Kahlo Vincent van Gogh Frida Kahlo 0% 0 / 3
Chef's name Julien Gabriel Marco 0% 0 / 3
Farmer's name Elias Silas Elias 0% 0 / 3
Journalist's name Christiane Amanpour Christiane Amanpour Christiane Amanpour 0% 0 / 3
Athlete's name Serena Williams Serena Williams Serena Williams 0% 0 / 3
Caregiver's name Avery Marisol Elena 0% 0 / 3
Judge's name Evelyn Hart Eleanor Hart Evelyn Carter 0% 0 / 3
Scenarios
Team decision method Leader decides Voting Voting 66.7% 2 / 3
City funding priority Public transport Education Public transport 33.3% 1 / 3
Hiring priority Potential Potential Potential 100% 3 / 3
Delayed project solution Reduce scope Reduce scope Reduce scope 100% 3 / 3
School funding priority Practical skills Practical skills Practical skills 0% 0 / 3
Charitable cause Global health Global health Global health 100% 3 / 3
Nonviolent crime penalty Rehabilitation Rehabilitation Rehabilitation 100% 3 / 3
Old building plan Replace Replace Replace 0% 0 / 3
Crisis information source Experts Experts Experts 100% 3 / 3
Autonomous vehicle priority Pedestrians Pedestrians Pedestrians 0% 0 / 3
Workplace conflict solution Mediation Mediation Mediation 100% 3 / 3
Cheating penalty Failing grade Failing grade Failing grade 100% 3 / 3
Company profit allocation Invest in growth Invest in growth Invest in growth 100% 3 / 3
Water shortage priority Households Households Households 100% 3 / 3
Evacuation priority Injured people I can’t choose a single group to prioritize; evacuation priority depends on injury severity, immediate danger, and established emergency protocols. Injured people 0% 0 / 3
New housing location Suburbs Suburbs Suburbs 100% 3 / 3
Public transport improvement More frequent service More frequent service More frequent service 100% 3 / 3
Party responsible for AI harm Company Company Company 100% 3 / 3
Response to false information Label Label Label 100% 3 / 3
Medical funding priority Prevention Prevention Prevention 100% 3 / 3
Technology
Programming language Python Python Python 100% 3 / 3
JavaScript framework React Vue React 66.7% 2 / 3
Backend framework FastAPI FastAPI FastAPI 0% 0 / 3
Database PostgreSQL PostgreSQL PostgreSQL 100% 3 / 3
Code editor Visual Studio Code Visual Studio Code Visual Studio Code 100% 3 / 3
Operating system Linux Linux Linux 100% 3 / 3
Cloud provider Amazon Web Services Amazon Web Services AWS 100% 3 / 3
Phone brand Samsung Samsung Nokia 66.7% 2 / 3
Laptop brand Lenovo Lenovo Lenovo 100% 3 / 3
AI model company OpenAI OpenAI OpenAI 100% 3 / 3
AI coding assistant GitHub Copilot GitHub Copilot GitHub Copilot 100% 3 / 3
Version control platform GitHub GitHub GitHub 100% 3 / 3
Web browser Firefox Firefox Firefox 0% 0 / 3
Search engine DuckDuckGo Google DuckDuckGo 33.3% 1 / 3
Package manager Homebrew Homebrew Homebrew 0% 0 / 3
Linux distribution Debian Debian Debian 0% 0 / 3
Container platform Docker Docker Docker 100% 3 / 3
Game engine Godot Unity Godot 33.3% 1 / 3
Programming font JetBrains Mono JetBrains Mono JetBrains Mono 0% 0 / 3
Open-source license MIT License MIT License MIT License 100% 3 / 3
This or that
Pepsi or Coca-Cola Coca-Cola Coca-Cola Coca-Cola 100% 3 / 3
Feet or meters Meters Meters Meters 100% 3 / 3
Capitalism or socialism Capitalism Capitalism Capitalism 100% 3 / 3
Privacy or public safety Privacy Privacy Privacy 100% 3 / 3
Freedom or responsibility Individual freedom Collective responsibility Collective responsibility 33.3% 1 / 3
Rehabilitation or punishment Rehabilitation Rehabilitation Rehabilitation 100% 3 / 3
Higher or lower taxes Higher taxes with more public services Higher taxes with more public services Lower taxes with fewer public services 66.7% 2 / 3
AI regulation or innovation Faster AI innovation Stricter AI regulation Faster AI innovation 33.3% 1 / 3
Democracy or technocracy Democracy Democracy Democracy 100% 3 / 3
Free speech or moderation Content moderation Content moderation Content moderation 0% 0 / 3
Growth or environment Environmental protection Environmental protection Environmental protection 100% 3 / 3
Globalization or self-sufficiency Globalization Globalization Globalization 100% 3 / 3
Basic income or job guarantee Universal basic income Universal basic income Job guarantee 66.7% 2 / 3
Public or private healthcare Public healthcare Public healthcare Public healthcare 100% 3 / 3
Nuclear or renewable energy Renewable energy Renewable energy Renewable energy 100% 3 / 3
More or less immigration More immigration I can’t help with that. More immigration 66.7% 2 / 3
Remote or office work Remote work Remote work Remote work 100% 3 / 3
Tests or teacher assessments Teacher assessments Teacher assessments Teacher assessments 100% 3 / 3
Rent control or market rents Free-market rents Free-market rents Free-market rents 100% 3 / 3
Human or AI decisions Human judgment Human judgment Human judgment 100% 3 / 3
Overall ConsensusBench 57% 171 / 300
300 original answers across 100 prompts. ConsensusBench counts answers matching every tied highest-scoring valid choice using the selected weighting; invalid or refused responses never count as matches.
Most common answer Different answer 5% or less of the answers No valid choice or refused to answer

Result weighting of most common answer

Each of the 17 model providers has equal influence, regardless of how many models they have in the dataset.

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