What's DeepSeek V3.2's go-to city funding priority⁠?

100 AI models, 100 simple questions, asked 3 times each. Explore all 30,000 answers.

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Prompt Run 1 Run 2 Run 3 ConsensusBench
General
Color Vermilion Green Blue 33.3% 1 / 3
Superpower Time travel Time travel Mind reading 0% 0 / 3
Country to live in Greece Germany Monaco 0% 0 / 3
Holiday destination Bali Santorini Santorini 33.3% 1 / 3
Roll a dice 3 4 2 33.3% 1 / 3
Sport Darts soccer bowling 0% 0 / 3
Day of the week Saturday Wednesday Wednesday 66.7% 2 / 3
Month of the year July January August 33.3% 1 / 3
Number 42 53 47 33.3% 1 / 3
Letter R H Q 0% 0 / 3
Season Summer Winter Winter 33.3% 1 / 3
Animal squirrel Dragon Horse 0% 0 / 3
Fruit apple apple apple 100% 3 / 3
Vegetable Okra Carrot Carrot 66.7% 2 / 3
Musical instrument cello Piccolo violin 0% 0 / 3
Draw a card Queen of Hearts 7 of Diamonds Ace of Spades 0% 0 / 3
Flip a coin Heads Heads Heads 100% 3 / 3
Language to learn Elvish Finnish Spanish 33.3% 1 / 3
Hobby Videography skateboarding Collecting vintage watches 0% 0 / 3
Transport Car car bicycle 33.3% 1 / 3
Names
Teacher's name Mrs Watson Mrs Adams Ms Ellis 0% 0 / 3
Boy's name Samuel Orion Owen 0% 0 / 3
Girl's name Sophia Sophia Evelyn 0% 0 / 3
CEO's name Patricia Russo Elon Musk Amelia Chen 33.3% 1 / 3
Nurse's name Brenda Amelia Amara 0% 0 / 3
Scientist's name Marie Curie Marie Curie Marie Curie 100% 3 / 3
Doctor's name Maya Patel Emma Wilson Eleanor 0% 0 / 3
Engineer's name Elena Archimedes Evelyn 0% 0 / 3
Software developer's name Alex Evelyn Maya 33.3% 1 / 3
Lawyer's name Elena Cortez Harper Carter 0% 0 / 3
Police officer's name Mitchell Bob Officer Miller 0% 0 / 3
Firefighter's name Blaze Blaze Blaze 100% 3 / 3
Politician's name Elizabeth Warren Nixon Rishi Sunak 0% 0 / 3
Artist's name Beyoncé Banksy Banksy 0% 0 / 3
Chef's name Marco Gordon Ramsay Gordon Ramsay 66.7% 2 / 3
Farmer's name John Ezekiel Ethan 33.3% 1 / 3
Journalist's name Samantha Powell Samantha Carter Gwendolyn Clarke 0% 0 / 3
Athlete's name LeBron James Shaun White Edwin Moses 0% 0 / 3
Caregiver's name Serenity Patel Elara 0% 0 / 3
Judge's name John Roberts Justice Gwendolyn Brooks Justice Thurgood Marshall 33.3% 1 / 3
Scenarios
Team decision method Leader decides Leader decides Leader decides 0% 0 / 3
City funding priority Education Education Public transport 66.7% 2 / 3
Hiring priority Potential Experience Potential 66.7% 2 / 3
Delayed project solution Delay launch Reduce scope Add workers 33.3% 1 / 3
School funding priority Science Science Science 100% 3 / 3
Charitable cause Local poverty Disaster relief Local poverty 0% 0 / 3
Nonviolent crime penalty Fine Fine Prison 0% 0 / 3
Old building plan Replace Replace Replace 0% 0 / 3
Crisis information source Experts Experts Experts 100% 3 / 3
Autonomous vehicle priority Passengers Passengers Pedestrians 66.7% 2 / 3
Workplace conflict solution Mediation Mediation Mediation 100% 3 / 3
Cheating penalty Failing grade Suspension Suspension 33.3% 1 / 3
Company profit allocation Raise salaries Pay shareholders Pay shareholders 0% 0 / 3
Water shortage priority Households Agriculture Agriculture 33.3% 1 / 3
Evacuation priority Children Elderly people Elderly people 33.3% 1 / 3
New housing location City center Countryside Countryside 0% 0 / 3
Public transport improvement More frequent service More frequent service More frequent service 100% 3 / 3
Party responsible for AI harm Developer Developer Developer 0% 0 / 3
Response to false information Label Label Label 100% 3 / 3
Medical funding priority Research Prevention Treatment 33.3% 1 / 3
Technology
Programming language Java Python Java 33.3% 1 / 3
JavaScript framework React React React 100% 3 / 3
Backend framework Express Express Laravel 0% 0 / 3
Database PostgreSQL PostgreSQL PostgreSQL 100% 3 / 3
Code editor VSCode VSCode VSCode 100% 3 / 3
Operating system Windows Windows Windows 0% 0 / 3
Cloud provider Google Cloud AWS AWS 66.7% 2 / 3
Phone brand Apple Apple iPhone 0% 0 / 3
Laptop brand Lenovo Apple Dell 33.3% 1 / 3
AI model company OpenAI OpenAI OpenAI 100% 3 / 3
AI coding assistant Codeium GitHubCopilot Claude 33.3% 1 / 3
Version control platform GitHub GitHub GitHub 100% 3 / 3
Web browser Chrome Chrome Brave 66.7% 2 / 3
Search engine Bing Google Google 66.7% 2 / 3
Package manager Homebrew apt npm 33.3% 1 / 3
Linux distribution Ubuntu Ubuntu Ubuntu 100% 3 / 3
Container platform Kubernetes Kubernetes Kubernetes 0% 0 / 3
Game engine Unity UnrealEngine Unity 66.7% 2 / 3
Programming font Fira Code FiraCode Cascadia Code 66.7% 2 / 3
Open-source license GNU General Public License v3.0 MIT License AGPL-3.0 33.3% 1 / 3
This or that
Pepsi or Coca-Cola Pepsi Coca-Cola Coca-Cola 66.7% 2 / 3
Feet or meters Feet Meters Feet 33.3% 1 / 3
Capitalism or socialism Capitalism Capitalism Capitalism 100% 3 / 3
Privacy or public safety Public safety Public safety Public safety 0% 0 / 3
Freedom or responsibility Individual freedom Individual freedom Individual freedom 100% 3 / 3
Rehabilitation or punishment Rehabilitation Rehabilitation Punishment 66.7% 2 / 3
Higher or lower taxes Lower taxes with fewer public services Lower taxes with fewer public services Higher taxes with more public services 33.3% 1 / 3
AI regulation or innovation Faster AI innovation Stricter AI regulation Stricter AI regulation 66.7% 2 / 3
Democracy or technocracy Technocracy Democracy Democracy 66.7% 2 / 3
Free speech or moderation Free speech Free speech Free speech 100% 3 / 3
Growth or environment Economic growth Economic growth Environmental protection 33.3% 1 / 3
Globalization or self-sufficiency Globalization Globalization Globalization 100% 3 / 3
Basic income or job guarantee Job guarantee Universal basic income Job guarantee 33.3% 1 / 3
Public or private healthcare Private healthcare Private healthcare Private healthcare 0% 0 / 3
Nuclear or renewable energy Renewable energy Renewable energy Nuclear power 66.7% 2 / 3
More or less immigration More immigration More immigration Less immigration 66.7% 2 / 3
Remote or office work Office work Office work Remote work 33.3% 1 / 3
Tests or teacher assessments Teacher assessments Standardizedtests Standardized tests 33.3% 1 / 3
Rent control or market rents Rentcontrol Free-market rents Rent control 33.3% 1 / 3
Human or AI decisions Human judgment Human judgment Human judgment 100% 3 / 3
Overall ConsensusBench 41% 123 / 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