What's GPT-5.6 Terra's go-to backend framework⁠?

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 New Zealand Japan 33.3% 1 / 3
Holiday destination Kyoto Kyoto Kyoto 0% 0 / 3
Roll a dice 4 4 4 100% 3 / 3
Sport Tennis Tennis Tennis 0% 0 / 3
Day of the week Thursday Thursday Thursday 0% 0 / 3
Month of the year August August February 0% 0 / 3
Number 47 57 37 0% 0 / 3
Letter M Q Q 0% 0 / 3
Season Spring Spring Spring 0% 0 / 3
Animal Octopus Octopus Octopus 0% 0 / 3
Fruit Apple Mango Mango 33.3% 1 / 3
Vegetable Carrot Carrot Carrot 100% 3 / 3
Musical instrument Piano Piano Piano 100% 3 / 3
Draw a card 7 of Clubs Queen of Hearts 7 of Hearts 33.3% 1 / 3
Flip a coin Heads Heads Tails 66.7% 2 / 3
Language to learn Spanish Mandarin Chinese Spanish 66.7% 2 / 3
Hobby Gardening Gardening Gardening 0% 0 / 3
Transport Bicycle Bicycle Bicycle 100% 3 / 3
Names
Teacher's name Clara Elena Elena 0% 0 / 3
Boy's name Julian Julian Julian 0% 0 / 3
Girl's name Elara Elara Elara 0% 0 / 3
CEO's name Alex Morgan Alexandra Chen Alex Morgan 0% 0 / 3
Nurse's name Marisol Clara Clara 0% 0 / 3
Scientist's name Marie Curie Marie Curie Marie Curie 100% 3 / 3
Doctor's name Avery Maya Patel Alexander Smith 0% 0 / 3
Engineer's name Alex Morgan Alex Morgan Alexandra 0% 0 / 3
Software developer's name Alex Morgan Alex Morgan Alex 33.3% 1 / 3
Lawyer's name Jordan Lee Jordan Mitchell Jordan Ellis 0% 0 / 3
Police officer's name Daniel Brooks Daniel Mercer Daniel Mercer 0% 0 / 3
Firefighter's name Calder Blaze Mason 33.3% 1 / 3
Politician's name Nelson Mandela Nelson Mandela Nelson Mandela 0% 0 / 3
Artist's name Hilma af Klint Solara Alex Morgan 0% 0 / 3
Chef's name Auguste Escoffier Soren Marcel 0% 0 / 3
Farmer's name Elias Elias Elias 0% 0 / 3
Journalist's name Elena Marquez Clara Bennett Clara Bennett 0% 0 / 3
Athlete's name Serena Williams Simone Biles Serena Williams 0% 0 / 3
Caregiver's name Elena Elena Elena 0% 0 / 3
Judge's name Alexandra Bennett Avery Alexandra 0% 0 / 3
Scenarios
Team decision method Voting Leader decides Leader decides 33.3% 1 / 3
City funding priority Public transport Education Education 66.7% 2 / 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 Science 33.3% 1 / 3
Charitable cause Global health Global health Global health 100% 3 / 3
Nonviolent crime penalty Rehabilitation Rehabilitation Rehabilitation 100% 3 / 3
Old building plan Renovate Renovate Replace 66.7% 2 / 3
Crisis information source Experts Experts Experts 100% 3 / 3
Autonomous vehicle priority Passengers Pedestrians Pedestrians 33.3% 1 / 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 Children Injured people 33.3% 1 / 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 Svelte React Vue 33.3% 1 / 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 Cursor Cursor Cursor 0% 0 / 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 apt apt pip 66.7% 2 / 3
Linux distribution Debian Debian Debian 0% 0 / 3
Container platform Docker Docker Docker 100% 3 / 3
Game engine Godot Godot Unity 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 Pepsi Pepsi Pepsi 0% 0 / 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 Collective responsibility Individual freedom 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 Free speech Free speech 100% 3 / 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 Universal basic income 100% 3 / 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 59.7% 179 / 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