What's Qwen3.5-Flash's go-to ai regulation or innovation⁠?

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 Japan Canada 66.7% 2 / 3
Holiday destination Bali Bali Bali 100% 3 / 3
Roll a dice 4 5 4 66.7% 2 / 3
Sport Basketball basketball Soccer 66.7% 2 / 3
Day of the week Tuesday Wednesday Wednesday 66.7% 2 / 3
Month of the year July January May 33.3% 1 / 3
Number 42 17 50 33.3% 1 / 3
Letter A A X 66.7% 2 / 3
Season Summer Summer Summer 100% 3 / 3
Animal Dog Dog dog 0% 0 / 3
Fruit Apple Apple Apple 100% 3 / 3
Vegetable carrot carrot carrot 100% 3 / 3
Musical instrument Guitar piano Piano 66.7% 2 / 3
Draw a card 5 of Spades Jack of Spades Ace of Spades 0% 0 / 3
Flip a coin Tails Tails Heads 33.3% 1 / 3
Language to learn Spanish Spanish Spanish 100% 3 / 3
Hobby Reading Gardening Reading 66.7% 2 / 3
Transport Train Bicycle Bicycle 66.7% 2 / 3
Names
Teacher's name Alice Green James James 0% 0 / 3
Boy's name Liam Liam Liam 100% 3 / 3
Girl's name Sophie Emma Emma 66.7% 2 / 3
CEO's name Christopher Reed James Sterling Tim Cook 0% 0 / 3
Nurse's name Emma Sarah Sarah 66.7% 2 / 3
Scientist's name Einstein Marie Curie Albert Einstein 33.3% 1 / 3
Doctor's name John Smith </think> James John Smith 66.7% 2 / 3
Engineer's name Alex Alex Alex 100% 3 / 3
Software developer's name Alex Alex </think> Alex Chen 66.7% 2 / 3
Lawyer's name Robert Hayes James Sterling Sarah Bennett 0% 0 / 3
Police officer's name John Smith John Smith Cooper 66.7% 2 / 3
Firefighter's name Jack Michael Jack Sullivan 0% 0 / 3
Politician's name Joe Biden Joe Biden George Washington 0% 0 / 3
Artist's name Picasso Pablo Picasso Picasso 66.7% 2 / 3
Chef's name Gordon Ramsay Julia Gordon 33.3% 1 / 3
Farmer's name William Jack James 0% 0 / 3
Journalist's name Walter Cronkite Anderson Cooper Tom Brokaw 0% 0 / 3
Athlete's name Michael Jordan LeBron James Michael Jordan 0% 0 / 3
Caregiver's name Alice Sarah Emily 0% 0 / 3
Judge's name John Smith Jonathan Cross Marcus Ashford 0% 0 / 3
Scenarios
Team decision method Leader decides Leader decides Voting 33.3% 1 / 3
City funding priority Education Education Education 100% 3 / 3
Hiring priority Potential </think> Potential Potential 100% 3 / 3
Delayed project solution Reduce scope Reduce scope Delay launch 66.7% 2 / 3
School funding priority Science Science Science 100% 3 / 3
Charitable cause Global health Global health Global health 100% 3 / 3
Nonviolent crime penalty Rehabilitation Rehabilitation Rehabilitation 100% 3 / 3
Old building plan Renovate Renovate Renovate 100% 3 / 3
Crisis information source </think> Experts Experts Experts 100% 3 / 3
Autonomous vehicle priority Pedestrians Pedestrians Pedestrians 0% 0 / 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 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 Django Django Django 100% 3 / 3
Database PostgreSQL PostgreSQL MySQL 66.7% 2 / 3
Code editor Visual Studio Code Visual Studio Code Visual Studio Code 100% 3 / 3
Operating system Linux Windows Windows 33.3% 1 / 3
Cloud provider AWS </think> AWS AWS 100% 3 / 3
Phone brand Samsung Samsung Samsung 100% 3 / 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 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 Docker Docker Docker 100% 3 / 3
Game engine Unity Unity Unity 100% 3 / 3
Programming font Fira Code Fira Code Fira Code 100% 3 / 3
Open-source license MIT License MIT MIT 100% 3 / 3
This or that
Pepsi or Coca-Cola Coca-Cola Coca-Cola Pepsi 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 Public safety Privacy 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 Lower taxes with fewer public services 66.7% 2 / 3
AI regulation or innovation Faster AI innovation Stricter AI regulation Stricter AI regulation 66.7% 2 / 3
Democracy or technocracy Democracy Democracy Democracy 100% 3 / 3
Free speech or moderation Free speech Content moderation Content moderation 33.3% 1 / 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 Standardized tests Teacher assessments 66.7% 2 / 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 73.7% 221 / 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