Opportunity ledger / Dossier O-2945

SignalOPPORTUNITY DOSSIER · O-2945

Opportunity dossier O-2945

Recurring need documented in 2 independent public source items.

First seen 2026-08-16 · Last updated 2026-10-02 · Recalculated daily

17.3
Evidence confidence, not a return forecast
2
Independent source items, deduplicated by post
1
Public source families
2
Payment evidence: current spend or explicit intent
ProblemThe source-linked evidence below documents the recurring problem.
People affectedPeople represented in the linked public discussions.
Named alternativesDuolingo
Collected sample dates · 12 weeks
07-1308-1009-0709-28

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.

Representative evidence

2 public excerpts · 2 items in the full chain
Product complaint★★★☆☆Current spend

Post title: Anyone use ChatGPT to help with language learning?

I've been subscribed to Duolingo for a few years t…

The public layer keeps only a minimal excerpt. Open the source for full context.

Reddit2026-08-16View source ↗
Product complaint★★★★☆Current spend

Post title: Language learning without grammar explanations seems pointless (Latin)

I’ve been told Latin is a particularly bad languag…

The public layer keeps only a minimal excerpt. Open the source for full context.

Reddit2026-09-16View source ↗

What this evidence does not show yet

To reach Corroborated we still need:

  • 1 more independent post(s) — we have 2
  • the same need restated in another source family, or by 3 different authors

Follow how this opportunity evolves

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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.