Trust Lens
A consumer browser companion that flags moments when an AI answer is likely untrustworthy, shows source links inline, and suggests a sanity-check question to ask before acting on it.
Non-technical professionals using AI assistants for research, drafting, or decisions
- Inline 'confidence meter' attached to any AI response, calibrated against model-known weak areas (numbers, recent events, citations)
- One-tap 'sanity check' that rephrases the question and surfaces two contradictory sources
- Side-by-side response from a second model so users can spot when answers diverge
- A personal 'trust log' that tracks which topics the user should always double-check
Google's Gemini launch is being publicly reported as missing internal capability targets, reinforcing mainstream user anxiety about which AI to trust.
Strong latent anxiety — Edelman 2025 shows 49% of Americans reject AI use and 17% embrace it — and the category has spawned many launched products (TrustScale Argus, Verol, AI FactScan, FACTAA, Omniscient, Arcytic, AI Trust Mate), but actual install/usage of verification extensions by non-technical professionals is unproven.Trust is the missing ingredient in the AI boom | Fortune ↗AI FactScan - Verify AI Citations Instantly ↗
Crowded — at least 7 directly competing browser extensions/products (TrustScale Argus, Verol, AI FactScan, FACTAA, Omniscient AI, Arcytic, AI Trust Mate) plus Wikipedia's own fact-check extension and open-source equivalents; the core idea is already a category.Verol — AI Hallucination Detector & Fact Checker ↗FACTAA - Chrome Web Store ↗
Dominant monetization is free Chrome extensions (TrustScale is free, Wikipedia experiment is free, most competitors free); willingness-to-pay for trust-layer tools among non-technical consumers is largely untested and pricing pages are scarce.AI Hallucination Detection & Verification for LLMs — TrustScale ↗Wikipedia's new Chrome extension fact-checks the web with ChatGPT ↗
Structural concern around AI trust persists, but LLM providers are racing to add native citations/grounding (Perplexity, ChatGPT Search, Gemini) which will erode the value of an external trust layer over time.Arcytic — AI Answer Verification | Check If Your AI Is Right ↗Trust, AI and the Answer Economy: It's Complicated! ↗
Trivial to clone — open-source reference implementations (e.g. ShivamPawaskar's Chrome extension + FastAPI backend) and multiple shipped competitors prove the build is straightforward for a small team.ShivamPawaskar/AI-Hallucination-Detection-Risk-Assessment ↗AI Hallucination Risk Detector ↗