WhatA browser extension and API that intercepts AI-generated answers and overlays a confidence score showing how many independent, reputable sources support each claim, flagging single-source or low-quality-sourced assertions.
SignalCommenters are frustrated that AI presents all information with equal authority regardless of whether a claim is backed by one obscure blog post or hundreds of peer-reviewed sources, and users have no way to gauge trustworthiness without doing their own research.
Why NowAI Overviews and chatbot answers have replaced traditional search results for millions of queries, but the trust signals that existed in search (seeing multiple results, recognizing domains) have been stripped away.
MarketConsumers, researchers, journalists, and compliance professionals who need to verify AI outputs; adjacent to fact-checking market. No direct competitor offers real-time inline source quality scoring for AI answers. Initial monetization via freemium browser extension, enterprise API.
MoatProprietary source reliability index built from cross-referencing claims across thousands of domains, improving with every query — a data flywheel that gets more accurate as usage scales.
Google’s AI is being manipulated. The search giant is quietly fighting backView discussion ↗ · Article ↗ · 327 pts · May 20, 2026
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