A web platform that continuously polls various LLMs (ChatGPT, Claude, Grok, etc.) on specific questions, trends, or facts, and visualizes how their answers and biases change over time. It functions as an archive of AI opinions.
Opportunity7.0
Why now
The proliferation of different frontier models with differing safety guardrails, alignment, and training data has created immense public interest in 'AI bias'.
Market gap
There is no centralized, visual, historical archive tracking the output of multiple LLMs on cultural or factual queries over time.
Business fit
Type
Media / Tool
Target
Journalists, researchers, tech enthusiasts, general public.
Revenue
$1M - $5M Media/Data Biz
Founder
Data journalist or indie hacker focused on viral media.
Scores
Problem
6.0
Feasibility
8.0
Why now
9.0
Go-to-market
8.0
Confidence
10.0
Proof signals
Viral moments regularly occur when someone exposes how ChatGPT answers a political question vs. Grok.
People want to know the 'consensus' of AI on objective and subjective topics.
Keyword demand
Keyword
Volume
Growth
AI bias tracker
no data
no data
compare LLM answers
no data
no data
US English Google Ads volume from DataForSEO; growth uses returned monthly search history.
Source episode
Vercel's CEO Shares 5 AI Startup Ideas So Good You’ll Quit Your Job44:12
LLM vibes radar. Periodically ask AI for opinions and rankings... This tool can help the world become more aware of biases in AIs.