What's GPT-5.5's go-to code editor⁠?

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

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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 Bali Bali Bali 100% 3 / 3
Roll a dice 4 4 4 100% 3 / 3
Sport Tennis Basketball Tennis 33.3% 1 / 3
Day of the week Tuesday Tuesday Tuesday 0% 0 / 3
Month of the year April October October 0% 0 / 3
Number 42 42 42 100% 3 / 3
Letter K K K 0% 0 / 3
Season Spring Spring Autumn 0% 0 / 3
Animal Tiger Dolphin Giraffe 0% 0 / 3
Fruit Apple Apple Apple 100% 3 / 3
Vegetable Carrot Carrot Carrot 100% 3 / 3
Musical instrument Cello Piano Piano 66.7% 2 / 3
Draw a card Queen of Hearts 7 of Clubs Queen of Hearts 0% 0 / 3
Flip a coin Heads Heads Heads 100% 3 / 3
Language to learn Spanish Spanish Spanish 100% 3 / 3
Hobby Gardening Gardening Gardening 0% 0 / 3
Transport Bicycle Bicycle Bicycle 100% 3 / 3
Names
Teacher's name Clara Ms Carter Amina 0% 0 / 3
Boy's name Oliver Liam Oliver 33.3% 1 / 3
Girl's name Ava Ava Sophia 0% 0 / 3
CEO's name Avery Chen Avery Chen Satya Nadella 0% 0 / 3
Nurse's name Emily Maya Clara 0% 0 / 3
Scientist's name Marie Curie Marie Curie Marie Curie 100% 3 / 3
Doctor's name Amina Patel Amelia Carter Amelia Carter 0% 0 / 3
Engineer's name Alex Alex Alex 100% 3 / 3
Software developer's name Alex Alex Alex 100% 3 / 3
Lawyer's name Atticus Finch Jordan Blake Benjamin Carter 0% 0 / 3
Police officer's name Alex Morgan Reyes Alex Martinez 0% 0 / 3
Firefighter's name Alex Blaze Blake 33.3% 1 / 3
Politician's name Barack Obama Barack Obama Nelson Mandela 66.7% 2 / 3
Artist's name Frida Kahlo Frida Kahlo Frida Kahlo 0% 0 / 3
Chef's name Gordon Marco Marco 0% 0 / 3
Farmer's name Harold Caleb Eli 0% 0 / 3
Journalist's name Nellie Bly Ida Tarbell Ida Tarbell 0% 0 / 3
Athlete's name Serena Williams Serena Williams Serena Williams 0% 0 / 3
Caregiver's name Maya Maria Maria 66.7% 2 / 3
Judge's name Judith Sonia Sotomayor Sonia Sotomayor 0% 0 / 3
Scenarios
Team decision method Leader decides Leader decides Leader decides 0% 0 / 3
City funding priority Healthcare Healthcare Public transport 0% 0 / 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 Community service 66.7% 2 / 3
Old building plan Renovate Replace Renovate 66.7% 2 / 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 Raise salaries Invest in growth Raise salaries 33.3% 1 / 3
Water shortage priority Households Households Households 100% 3 / 3
Evacuation priority Injured people Injured people Injured people 0% 0 / 3
New housing location City center City center City center 0% 0 / 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 React React 100% 3 / 3
Backend framework Django Django Django 100% 3 / 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 AWS AWS AWS 100% 3 / 3
Phone brand Samsung Samsung Samsung 100% 3 / 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 Google Google Google 100% 3 / 3
Package manager npm npm npm 0% 0 / 3
Linux distribution Ubuntu Ubuntu Ubuntu 100% 3 / 3
Container platform Docker Docker Docker 100% 3 / 3
Game engine Unity Unity Unity 100% 3 / 3
Programming font Fira Code Fira Code Fira Code 100% 3 / 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 Public safety Privacy 66.7% 2 / 3
Freedom or responsibility Individual freedom Collective responsibility Individual freedom 66.7% 2 / 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 Higher taxes with more public services 100% 3 / 3
AI regulation or innovation Stricter AI regulation Stricter AI regulation Stricter AI regulation 100% 3 / 3
Democracy or technocracy Democracy Democracy Democracy 100% 3 / 3
Free speech or moderation Free speech Content moderation Content moderation 33.3% 1 / 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 Job guarantee Universal basic income Job guarantee 33.3% 1 / 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 More immigration More immigration 100% 3 / 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 65.7% 197 / 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

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