Public Evidence Lab / Dossier O-1971
Collected sample: 5 independent content items across 2 source families. Known publication dates: 2026-08-06 — 2026-11-01.
First seen 2026-08-06 · Last updated 2026-11-05 · 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: Looking for a good AI study tool
I guess I’m looking for a good AI that people had …
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: 16 year old high school student that is failing in multiple subjects, please help me.
I constantly get stuck and end up wasting like 15 …
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: Considering changing my career
My only concern is that I'm terrible at math. I do…
The public layer keeps only a minimal excerpt. Open the source for full context.
Post title: Ask HN: How would you know if you have learned something?
i use AI to study like ALOT. im a person who just cant read slides or watch long lectures i NEED to be actively questioning the AI and work on my weaknesses so yeah what you are working on seems prett…
Post title: Anyone using Tutorly.sg? Isit worth it
We have tutors but we find that Chatgpt hallucinat…
The public layer keeps only a minimal excerpt. Open the source for full context.
What this evidence does not show yet
To reach Payment-backed we still need:
No first-hand payment statement is on record here, so this page carries no pricing suggestion. A price with no payment evidence behind it is a guess wearing a number.
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.