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ModelBias.ai

modelbias.ai·LLM eval & observability

ModelBias.ai is a platform for comparing hidden defaults, associations, and biases across AI models. The site presents results from a standardized test called the Pelican test in which 100 models each answered the same simple question three times, generating 30,000 responses that can be explored by prompt. One such prompt asks models to choose between public or private healthcare.

Visitors can browse responses organized by dozens of neutral prompts that include random selections such as color, superpower, country to live in, holiday destination, sport, day of the week, month of the year, number, letter, season, animal, fruit, vegetable, musical instrument, language to learn, hobby, transport, and many named professions including nurse, scientist, doctor, engineer, software developer, lawyer, police officer, firefighter, politician, artist, chef, farmer, journalist, athlete, caregiver, and judge. Additional categories cover team decision methods, city funding priorities, hiring priorities, delayed project solutions, school funding priorities, charitable causes, nonviolent crime penalties, old building plans, crisis information sources, autonomous vehicle priorities, workplace conflict solutions, cheating penalties, company profit allocation, water shortage priorities, evacuation priorities, new housing locations, public transport improvements, parties responsible for AI harm, responses to false information, medical funding priorities, and various programming languages, frameworks, databases, and code editors. The platform aggregates these answers to surface statistical preferences.

It offers a methodology section, information on its tech stack, and the ability to download the data. The tool belongs to the class of AI evaluation and observability platforms that examine model behavior through repeated standardized prompts.

WebCloud-managed
M
ModelBias.ai preview
Visit modelbias.ai↗

Overview

4 features

ModelBias.ai is a LLM eval & observability product. It focuses on understanding and comparing the hidden biases and default associations in different large language models. It is built as a consumer product for AI researchers and developers. ModelBias.ai is available on the web.

ModelBias.ai first shipped in 2026. Development happens publicly on GitHub with 2 commits in the last 90 days. Key capabilities include Bias Comparison, Prompt Explorer, and Model Leaderboards.

  • ✓Bias Comparison
  • ✓Prompt Explorer
  • ✓Model Leaderboards
  • ✓Data Download

Tags

ai-bias-testingmodel-comparisonprompt-benchmarkingllm-evaluation

AI capabilities

TextStructuredInference: Cloud API

Built with & integrations

AI providers
anthropicmultiplegoogle_geminimeta_llamaopenai
Runs on
BrowserCloud-managed

Trust & compliance

LicenseProprietary
Verified signals
✓ HTTPS✓ GitHub✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJul 23, 2:20 PM

    Show HN: What's AI's go-to, public or private healthcare? verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about ModelBias.ai

What does ModelBias.ai do?
ModelBias.ai focuses on understanding and comparing the hidden biases and default associations in different large language models. It is catalogued under LLM eval & observability on PulseGate.
Who is ModelBias.ai for?
ModelBias.ai is a consumer product built for AI researchers and developers.
What platforms does ModelBias.ai run on?
ModelBias.ai runs on the web.
Is ModelBias.ai still maintained?
PulseGate's liveness checks currently classify ModelBias.ai as active. The GitHub repository shows 2 commits in the last 90 days.
What are alternatives to ModelBias.ai?
Similar tools tracked by PulseGate include Artificial Analysis, MatrixHub, and MakeHub.Artificial AnalysisMatrixHubMakeHub
When did ModelBias.ai launch?
ModelBias.ai first shipped in 2026.
Is ModelBias.ai open source?
ModelBias.ai has a public GitHub repository.

At a glance

Platforms
Api · Web
Languages
English
Open source
Yes (GitHub)
First seen
Jul 23, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
AI researchers and developers
Model
B2C
Solves
Understanding and comparing the hidden biases and default associations in different large language models.

Developer

Tormundgerhardsen
Solo developer
↗ GitHub

Open source

View on GitHub →
⭐ Stars
0
🍴 Forks
0
Open issues
0
Last commit
7d ago
Commits 90d
2
Contributors
1
Authorship
Solo
Default branch
master

Live coverage

Confidence
Medium · 80
Indexed
Jul 23, 2026
Lifecycle
Alive
Activity
Active
First seen
Jul 2026
Last seen
5d ago
Identity audit (10)
Entity ID
cmrxlmq45005rp06ouvd4gzan
Slug
show-hn-what-s-ai-s-go-to-public-or-private-healthcare-modelbias-ai
Lifecycle last checked
Jul 23, 2026
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 23, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 23, 2026
Canonical URL
https://modelbias.ai/prompt/public-or-private-healthcare

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