TrustReceipt
A browser and chat overlay that scores every AI answer for confidence, flags likely hallucinations, surfaces missing citations, and warns you before you trust it on health, money, or legal topics.
Professionals and curious consumers using ChatGPT, Claude, or Copilot to make decisions that actually matter
- Real-time hallucination flag that highlights AI claims with no verifiable source
- Topic-aware escalations: stronger warnings when AI is discussing medical, financial, or legal subjects
- Citation diff that shows which sentences are sourced and which are invented
- Shareable Trust Receipt: export a one-page report on how reliable a specific AI answer was, useful for work audits
Fikry's launch on Product Hunt crystallizes the pattern of mis-trained, overconfident AI being shipped to consumers today — users need their own safety layer rather than trusting vendor guardrails.
Multiple hallucination-detection Chrome extensions already launched (HalluDetector, Ghost, Verol, Hyde) confirming real user pain, but Capgemini finds only ~2 in 5 consumers willing to pay a premium for 'responsible' AI tools — demand is real but price-sensitive.Consumers more likely to pay for 'responsible' AI tools, Deloitte survey says ↗Ghost - AI Hallucination Detection ↗
Very crowded: HalluDetector, Verol, Ghost, Hyde, CiteTrue, and an open-source GitHub project literally titled 'browser-assisted trust layer for AI-generated responses' with hallucination-risk scoring and flagged-claim surfacing — the exact feature set of TrustReceipt already ships today.Hallucination detector for ChatGPT - HalluDetector ↗ShivamPawaskar/AI-Hallucination-Detection-Risk-Assessment ↗
Consumer AI subscription market is ~$12B and Capgemini notes willingness to pay premium for responsible AI, but virtually all hallucination detectors ship as free Chrome extensions; unclear users will pay a third party when vendors (e.g., Microsoft building confidence scoring into Copilot Studio) may absorb this natively.Who's Actually Paying for AI: The $12.0B Consumer Subscription Market ↗Knowledge Confidence Scoring for Copilot Studio - LinkedIn ↗
Hallucinations are a structural LLM problem and high-stakes use (health/money/legal) is only growing, giving long tailwinds; however, risk that ChatGPT/Claude/Copilot ship this natively — already signalled by Copilot Studio's confidence-as-property-of-answer design — could erode the standalone layer over time.Knowledge Confidence Scoring for Copilot Studio - LinkedIn ↗Quantifying Trust: Financial Risk Management for Trustworthy AI Agents ↗
Reference architecture is proven and replicated: Ghost ships a working Chrome extension over ChatGPT/Gemini/Claude using a backend analyzer, and the GitHub repo shows the same Chrome-extension + FastAPI pattern — buildable in weeks, though multi-platform integration and per-query LLM/wikipedia lookup costs are real ops burdens.Ghost - AI Hallucination Detection ↗ShivamPawaskar/AI-Hallucination-Detection-Risk-Assessment ↗