Opportunity ledger / Dossier O-3116

Corroborated$ New payment evidenceOPPORTUNITY DOSSIER · O-3116

Opportunity dossier O-3116

Recurring need documented in 5 independent public source items.

First seen 2026-08-17 · Last updated 2026-10-03 · Recalculated daily

34.4
Evidence confidence, not a return forecast
5
Independent source items, deduplicated by post
1
Public source families
4
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 alternativesNo existing alternative is named in the qualifying evidence yet.
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 · 5 items in the full chain
Payment intent★★★★☆Current spend

Post title: How long do plateaus last?

I’m spending about $3,800 each month, which gets m…

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

Reddit2026-09-14View source ↗
Pain★★★★☆Current spend

Post title: Is $8k a month fair for "AI SEO" when nobody can show a single citation moved?

My company added an "AI Visibility" line to our SE…

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

Reddit2026-09-13View source ↗
★★★★☆
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What this evidence does not show yet

To reach Payment-backed we still need:

  • renewed mentions — the recent trend is below the promotion bar

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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.