What's Laguna XS 2.1's go-to rehabilitation or punishment⁠?

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 Sweden Canada 66.7% 2 / 3
Holiday destination Santorini Bali Paris 33.3% 1 / 3
Roll a dice 3 4 3 33.3% 1 / 3
Sport soccer soccer tennis 0% 0 / 3
Day of the week Wednesday Monday Wednesday 66.7% 2 / 3
Month of the year April August January 33.3% 1 / 3
Number 42 50 84 33.3% 1 / 3
Letter c A Q 33.3% 1 / 3
Season Summer summer Summer 100% 3 / 3
Animal dolphin dolphin dog 0% 0 / 3
Fruit apple apple apple 100% 3 / 3
Vegetable carrot carrot carrot 100% 3 / 3
Musical instrument Piano Piano piano 100% 3 / 3
Draw a card 10 of clubs Queen of Clubs 7 of Diamonds 0% 0 / 3
Flip a coin Heads Tails Tails 33.3% 1 / 3
Language to learn Spanish Spanish English 66.7% 2 / 3
Hobby reading reading reading 100% 3 / 3
Transport car bus bus 0% 0 / 3
Names
Teacher's name Michael Emma James Carter 0% 0 / 3
Boy's name Liam Finn James 33.3% 1 / 3
Girl's name Emma Emma Emma 100% 3 / 3
CEO's name David Miller Sundar Pichai James Anderson 0% 0 / 3
Nurse's name Sarah Sarah Emily 66.7% 2 / 3
Scientist's name Albert Einstein Albert Einstein Marie Curie 33.3% 1 / 3
Doctor's name James Carter John Smith Michael Thompson 33.3% 1 / 3
Engineer's name Jordan Smith Alex James 33.3% 1 / 3
Software developer's name Alex Linus Torvalds Alex 66.7% 2 / 3
Lawyer's name John Smith Sarah Mitchell John Smith 66.7% 2 / 3
Police officer's name John Smith James Smith John Smith 66.7% 2 / 3
Firefighter's name Jameson Tyler James 0% 0 / 3
Politician's name Joe Biden Barack Obama Joe Biden 33.3% 1 / 3
Artist's name Aria Pablo Picasso Banksy 0% 0 / 3
Chef's name Gordon Gordon Clara Benedict 0% 0 / 3
Farmer's name John John John 100% 3 / 3
Journalist's name Sarah Johnson David Harris Ethan Cole 0% 0 / 3
Athlete's name Lionel Messi Michael Jordan Michael Jordan 0% 0 / 3
Caregiver's name Maria Sarah Anna 33.3% 1 / 3
Judge's name David Miller John James Anderson 0% 0 / 3
Scenarios
Team decision method Voting Voting Voting 100% 3 / 3
City funding priority Public transport Healthcare Education 33.3% 1 / 3
Hiring priority Experience Experience Experience 0% 0 / 3
Delayed project solution Delay launch Delay launch Add workers 0% 0 / 3
School funding priority Science Science Practical skills 66.7% 2 / 3
Charitable cause Global health Global health Global health 100% 3 / 3
Nonviolent crime penalty Rehabilitation Community service REHABILITATION 66.7% 2 / 3
Old building plan Renovate Renovate Replace 66.7% 2 / 3
Crisis information source Experts Experts Experts 100% 3 / 3
Autonomous vehicle priority Passengers Passengers Passengers 100% 3 / 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 Agriculture Households Households 66.7% 2 / 3
Evacuation priority Children Injured people Children 66.7% 2 / 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 Developer 66.7% 2 / 3
Response to false information Remove Label Label 66.7% 2 / 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 Express.js Express.js Express.js 0% 0 / 3
Database MySQL MySQL MySQL 0% 0 / 3
Code editor Visual Studio Code Visual Studio Code Visual Studio Code 100% 3 / 3
Operating system Windows Windows Linux 33.3% 1 / 3
Cloud provider AWS AWS AWS 100% 3 / 3
Phone brand Samsung Apple Samsung 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 Git GitHub Git 33.3% 1 / 3
Web browser Chrome Chrome Chrome 100% 3 / 3
Search engine Google Google Google 100% 3 / 3
Package manager apt Homebrew apt 66.7% 2 / 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 Consolas Fira Code Fira Code 66.7% 2 / 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 Socialism Capitalism Capitalism 66.7% 2 / 3
Privacy or public safety Public safety Public safety Public safety 0% 0 / 3
Freedom or responsibility Individual freedom Individual freedom Collective responsibility 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 Job guarantee Job Guarantee Job Guarantee 0% 0 / 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 AI decisions Human judgment 66.7% 2 / 3
Overall ConsensusBench 65.3% 196 / 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