What's GPT-4.1 Mini's go-to workplace conflict solution⁠?

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 Japan Japan Japan 0% 0 / 3
Holiday destination Bali Bali Bali 100% 3 / 3
Roll a dice 4 4 4 100% 3 / 3
Sport basketball soccer tennis 33.3% 1 / 3
Day of the week Thursday Wednesday Thursday 33.3% 1 / 3
Month of the year October July April 0% 0 / 3
Number 42 42 42 100% 3 / 3
Letter M M K 0% 0 / 3
Season Spring Autumn Spring 0% 0 / 3
Animal Elephant Elephant Elephant 100% 3 / 3
Fruit apple Mango Apple 66.7% 2 / 3
Vegetable Carrot carrot carrot 100% 3 / 3
Musical instrument piano piano piano 100% 3 / 3
Draw a card 7 of Clubs Ten of Hearts 7 of Hearts 33.3% 1 / 3
Flip a coin Heads Heads Heads 100% 3 / 3
Language to learn Spanish Japanese Japanese 33.3% 1 / 3
Hobby painting gardening gardening 0% 0 / 3
Transport bicycle bicycle bicycle 100% 3 / 3
Names
Teacher's name Ms Harper Mr Thompson Mr Smith 0% 0 / 3
Boy's name Liam Ethan Liam 66.7% 2 / 3
Girl's name Emma Emma Aria 66.7% 2 / 3
CEO's name Alyssa Morgan Ava Thompson Elena Ramirez 0% 0 / 3
Nurse's name Sarah Grace Emma 33.3% 1 / 3
Scientist's name Marie Curie Marie Curie Marie Curie 100% 3 / 3
Doctor's name Olivia Bennett Emily Carter Dr John Smith 33.3% 1 / 3
Engineer's name Aisha Sofia Sophia 0% 0 / 3
Software developer's name Jordan Alex Ava 33.3% 1 / 3
Lawyer's name Sophia Martinez Ella Ramirez Olivia Bennett 0% 0 / 3
Police officer's name Officer Ramirez Officer Davis Officer Smith 0% 0 / 3
Firefighter's name Jake Blaze Blaze 66.7% 2 / 3
Politician's name Angela Merkel Angela Merkel Barack Obama 33.3% 1 / 3
Artist's name Georgia Okeeffe Claude Monet Vincent van Gogh 0% 0 / 3
Chef's name Gordon Ramsay Gordon Ramsay Gordon Ramsay 100% 3 / 3
Farmer's name John Eli Eli 33.3% 1 / 3
Journalist's name Ava Thompson Emma Mitchell Harper Lee 0% 0 / 3
Athlete's name Serena Williams Serena Williams Serena Williams 0% 0 / 3
Caregiver's name Emily Emily Maria 33.3% 1 / 3
Judge's name Alexandra Diaz Ruth Bader Ginsburg Sandra Day O'Connor 0% 0 / 3
Scenarios
Team decision method Leader decides Consensus Consensus 0% 0 / 3
City funding priority Public transport Public transport Healthcare 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 Science Science Science 100% 3 / 3
Charitable cause Global health Climate change Global health 66.7% 2 / 3
Nonviolent crime penalty Community service Community service Community service 0% 0 / 3
Old building plan Renovate Renovate Replace 66.7% 2 / 3
Crisis information source Experts Experts Experts 100% 3 / 3
Autonomous vehicle priority Pedestrians Passengers Passengers 66.7% 2 / 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 Injured people 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 Developer Company Company 66.7% 2 / 3
Response to false information Label Label Label 100% 3 / 3
Medical funding priority Research Prevention Research 33.3% 1 / 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 Amazon Web Services AWS 100% 3 / 3
Phone brand Samsung Samsung Samsung 100% 3 / 3
Laptop brand Apple Apple Lenovo 33.3% 1 / 3
AI model company OpenAI OpenAI OpenAI 100% 3 / 3
AI coding assistant GitHub Copilot GitHub Copilot 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 apt npm apt 66.7% 2 / 3
Linux distribution Ubuntu Ubuntu Ubuntu 100% 3 / 3
Container platform Docker Kubernetes Docker 66.7% 2 / 3
Game engine Unity Unreal Engine Unity 66.7% 2 / 3
Programming font Fira Code FiraCode Fira Code 100% 3 / 3
Open-source license MIT License MIT License MIT License 100% 3 / 3
This or that
Pepsi or Coca-Cola Pepsi Coca-Cola Coca-Cola 66.7% 2 / 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 Collective responsibility Collective responsibility 0% 0 / 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 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 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 AI decisions 66.7% 2 / 3
Overall ConsensusBench 66% 198 / 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