What's Kimi K2.5's go-to more or less immigration⁠?

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 Azure 66.7% 2 / 3
Superpower Teleportation Teleportation Teleportation 100% 3 / 3
Country to live in Switzerland New Zealand Switzerland 0% 0 / 3
Holiday destination Kyoto Santorini Kyoto 0% 0 / 3
Roll a dice 4 4 3 66.7% 2 / 3
Sport basketball Tennis Basketball 66.7% 2 / 3
Day of the week Wednesday Wednesday Tuesday 66.7% 2 / 3
Month of the year October October October 0% 0 / 3
Number 42 42 73 66.7% 2 / 3
Letter M M X 0% 0 / 3
Season Autumn Autumn Autumn 0% 0 / 3
Animal Hawk octopus owl 0% 0 / 3
Fruit Mango apple mango 33.3% 1 / 3
Vegetable Carrot kale Carrot 66.7% 2 / 3
Musical instrument piano piano piano 100% 3 / 3
Draw a card Five of Clubs Jack of Hearts Nine of Hearts 0% 0 / 3
Flip a coin Heads Heads Heads 100% 3 / 3
Language to learn Spanish Python Spanish 66.7% 2 / 3
Hobby Painting Chess painting 0% 0 / 3
Transport train Bicycle Bicycle 66.7% 2 / 3
Names
Teacher's name Eleanor Anderson Margaret 0% 0 / 3
Boy's name Henry James James 0% 0 / 3
Girl's name Iris Clara Clara 0% 0 / 3
CEO's name Michael Chen Elena Voss Sarah Chen 0% 0 / 3
Nurse's name Sarah Maria Garcia Sarah 66.7% 2 / 3
Scientist's name Marie Curie Marie Curie Marie Curie 100% 3 / 3
Doctor's name Sarah Chen Maya Patel Sarah Chen 0% 0 / 3
Engineer's name Alex Isambard Kingdom Brunel Alex 66.7% 2 / 3
Software developer's name Alex Alex Alex 100% 3 / 3
Lawyer's name Sarah Chen Sarah Chen Robert Hayes 0% 0 / 3
Police officer's name Sarah Chen Marcus Johnson Alex Morrison 0% 0 / 3
Firefighter's name Jack Jack Jack 0% 0 / 3
Politician's name Nelson Mandela Nelson Mandela Nelson Mandela 0% 0 / 3
Artist's name Picasso Rembrandt Vincent van Gogh 33.3% 1 / 3
Chef's name Marco Gordon Ramsay Pierre 33.3% 1 / 3
Farmer's name Hank Hank Hank 0% 0 / 3
Journalist's name Martha Gellhorn Ida B. Wells Cronkite 0% 0 / 3
Athlete's name Usain Bolt Muhammad Ali Serena Williams 33.3% 1 / 3
Caregiver's name Maria Maria Sarah 66.7% 2 / 3
Judge's name Victoria Palmer Margaret Avery Margaret Whitfield 0% 0 / 3
Scenarios
Team decision method Voting Voting Leader decides 66.7% 2 / 3
City funding priority Education Education Education 100% 3 / 3
Hiring priority Potential Potential Potential 100% 3 / 3
Delayed project solution Reduce scope Reduce scope Delay launch 66.7% 2 / 3
School funding priority Practical skills Science Practical skills 33.3% 1 / 3
Charitable cause Global health Global health Local poverty 66.7% 2 / 3
Nonviolent crime penalty Rehabilitation Rehabilitation Rehabilitation 100% 3 / 3
Old building plan Renovate Renovate Renovate 100% 3 / 3
Crisis information source Experts Experts Experts 100% 3 / 3
Autonomous vehicle priority Passengers Pedestrians 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 Children Children 66.7% 2 / 3
New housing location City center Suburbs Suburbs 66.7% 2 / 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 Express Django Django 66.7% 2 / 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 Samsung 100% 3 / 3
Laptop brand Lenovo Lenovo Lenovo 100% 3 / 3
AI model company OpenAI Anthropic Anthropic 33.3% 1 / 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 apt apt npm 66.7% 2 / 3
Linux distribution Debian Debian Debian 0% 0 / 3
Container platform Docker Docker Docker 100% 3 / 3
Game engine Godot Unity Unity 66.7% 2 / 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 Public safety 66.7% 2 / 3
Freedom or responsibility Individual freedom Individual freedom Individual freedom 100% 3 / 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 I cannot choose between these options as doing so would require taking a political stance on immigration policy, which I am designed to remain neutral on. 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 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 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