Opportunity ledger / Dossier O-0349
Real-time detection and flagging of hallucinated content in AI responses, helping users avoid misinformation risks when frequently using AI.
First seen 2026-07-16 · Last updated 2026-10-16 · Recalculated daily
These observations describe collected samples, not platform-wide prevalence; they cannot establish whether a problem is widespread or accelerating. Collection scope changed on 09-16 and 09-27; monthly counts must not be read as trends.
Post title: Does your Claude constantly lie and fake code results?
I've had a Claude Pro/Business account for two mon…
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: Why does A.I suddenly seem awful at science? and are there decent A.I for science questions/research
Gemini is just incorrect most the time and has zer…
The public layer keeps only a minimal excerpt. Open the source for full context.
Unlock all 5 evidence items — free
Leave your email to unlock the full evidence chain — every qualifying item, quote and source link — for every dossier in this browser. That is the whole reward: no export, no file, no report. Free, and the weekly digest stays opt-in below.
✓ Unlocked — reloading…
What this evidence does not show yet
To reach Payment-backed we still need:
Follow how this opportunity evolves
Every item traceable · free · we email you only when this market actually changes
Scoring summary
Evidence confidence = strength × evidence volume × source diversity × payment × competition × trend × 10. Counts use independent content items; only first-hand pain, current spend, explicit willingness to pay and concrete feature requests affect the score. Repeated posts by one author are discounted. Scoring and status changes follow deterministic rules.
“Payment-backed” means first-hand payment evidence exists in the record. It does not mean the business is worth building. “Fading” is a recency tag shown alongside any evidence level, not a lower level. Read the full methodology.