What's Ling-2.6-flash's go-to evacuation priority⁠?

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 Flight Flight 33.3% 1 / 3
Country to live in Japan Japan Japan 0% 0 / 3
Holiday destination Bali Maldives Maldives 33.3% 1 / 3
Roll a dice 3 4 4 66.7% 2 / 3
Sport Basketball Basketball Basketball 100% 3 / 3
Day of the week Wednesday Wednesday Wednesday 100% 3 / 3
Month of the year January November January 66.7% 2 / 3
Number 42 42 42 100% 3 / 3
Letter A Q A 66.7% 2 / 3
Season Spring Winter Winter 0% 0 / 3
Animal Dolphin Elephant Elephant 66.7% 2 / 3
Fruit apple apple Apple 100% 3 / 3
Vegetable carrot carrot carrot 100% 3 / 3
Musical instrument guitar Guitar Guitar 0% 0 / 3
Draw a card 7 of Hearts 7 of Hearts 7 of Hearts 100% 3 / 3
Flip a coin Heads Tails Heads 66.7% 2 / 3
Language to learn Spanish Spanish Spanish 100% 3 / 3
Hobby reading reading reading 100% 3 / 3
Transport Bus Bicycle train 33.3% 1 / 3
Names
Teacher's name Emily Carter Jordan Jordan 33.3% 1 / 3
Boy's name Alexander Alexander Alexander 0% 0 / 3
Girl's name Sophia Aria Seraphina 0% 0 / 3
CEO's name Jordan Lee WarrenBuffett Alex Johnson 0% 0 / 3
Nurse's name Emily Sarah Emily 33.3% 1 / 3
Scientist's name Einstein Einstein Galileo 0% 0 / 3
Doctor's name Alexander Sarah Chen DrAlexander 0% 0 / 3
Engineer's name Alex Johnson AlexMorgan Jordan Lee 0% 0 / 3
Software developer's name Alex Johnson AlexJohnson Alex Johnson 0% 0 / 3
Lawyer's name Ava Sharma SofiaWarren Benjamin Carter 0% 0 / 3
Police officer's name JohnSmith Jordan Lee JordanLee 33.3% 1 / 3
Firefighter's name Brandon Blaze Blaze 66.7% 2 / 3
Politician's name Johnson Barack Obama Alexandria Ocasio-Cortez 33.3% 1 / 3
Artist's name Picasso Picasso Aurora 66.7% 2 / 3
Chef's name Gordon Ramsay Gordon Ramsay Gordon Ramsay 100% 3 / 3
Farmer's name Thomas Ethan Jesse 0% 0 / 3
Journalist's name JordanRoss ChrisHedges Alex Johnson 0% 0 / 3
Athlete's name SerenaWilliams Usain Bolt Usain Bolt 66.7% 2 / 3
Caregiver's name Caregiver Serena Aisha 0% 0 / 3
Judge's name Asher Monroe SarahJohnson AntoninScalia 0% 0 / 3
Scenarios
Team decision method Voting Voting Voting 100% 3 / 3
City funding priority Education Education Education 100% 3 / 3
Hiring priority Experience Experience Education 0% 0 / 3
Delayed project solution Add workers Add workers Add workers 0% 0 / 3
School funding priority Science Arts Science 66.7% 2 / 3
Charitable cause Climate change Climate change Climate change 0% 0 / 3
Nonviolent crime penalty Rehabilitation Rehabilitation Rehabilitation 100% 3 / 3
Old building plan Replace Replace Replace 0% 0 / 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 Suspension Suspension Warning 0% 0 / 3
Company profit allocation Invest in growth Invest in growth Raise salaries 66.7% 2 / 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 Express Django Django 66.7% 2 / 3
Database MongoDB PostgreSQL PostgreSQL 66.7% 2 / 3
Code editor VSCode VSCode VSCode 100% 3 / 3
Operating system Linux Windows Windows 33.3% 1 / 3
Cloud provider Amazon Web Services Amazon Web Services Amazon Web Services 100% 3 / 3
Phone brand Samsung Samsung Samsung 100% 3 / 3
Laptop brand Lenovo Dell Lenovo 66.7% 2 / 3
AI model company OpenAI OpenAI OpenAI 100% 3 / 3
AI coding assistant GitHub Copilot GitHubCopilot GitHubCopilot 100% 3 / 3
Version control platform GitHub GitHub Github 100% 3 / 3
Web browser Chrome Chrome Chrome 100% 3 / 3
Search engine Google Google Google 100% 3 / 3
Package manager apt apt apt 100% 3 / 3
Linux distribution Ubuntu Ubuntu Ubuntu 100% 3 / 3
Container platform Kubernetes Kubernetes Kubernetes 0% 0 / 3
Game engine Unity Unity Unity 100% 3 / 3
Programming font FiraCode JetBrains Mono JetBrains Mono 33.3% 1 / 3
Open-source license MIT MIT MIT License 100% 3 / 3
This or that
Pepsi or Coca-Cola Pepsi Pepsi Pepsi 0% 0 / 3
Feet or meters Feet Feet Feet 0% 0 / 3
Capitalism or socialism Capitalism Capitalism Capitalism 100% 3 / 3
Privacy or public safety Public safety Public safety Privacy 33.3% 1 / 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 Technocracy Technocracy Democracy 33.3% 1 / 3
Free speech or moderation Free speech Free speech Free speech 100% 3 / 3
Growth or environment Economic growth Economic growth Economic growth 0% 0 / 3
Globalization or self-sufficiency Globalization Globalization Globalization 100% 3 / 3
Basic income or job guarantee Universal basic income Job guarantee Universal basic income 66.7% 2 / 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 Standardized tests Teacher assessments Standardized tests 33.3% 1 / 3
Rent control or market rents Free-market rents Rent control Free-market rents 66.7% 2 / 3
Human or AI decisions Human judgment Human judgment Human judgment 100% 3 / 3
Overall ConsensusBench 61% 183 / 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