Opportunity ledger / Dossier O-0318

Payment-backedOPPORTUNITY DOSSIER · O-0318

Opportunity dossier O-0318

Recurring need documented in 8 independent public source items.

First seen 2026-07-05 · Last updated 2026-08-30 · Recalculated daily

35.4
Evidence confidence, not a return forecast
8
Independent source items, deduplicated by post
3
Public source families
1
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 alternativesChatGPT Pro, Superpowers
Weekly mentions · 12 weeks
06-1507-1308-1008-31

This dossier's trend factor is 0.5, capped at 2.0.

Representative evidence

2 public excerpts · 8 items in the full chain
Payment intent★★☆☆☆Current spend

Post title: AI is writing more code, but I’m more exhausted than before — what does your vibe coding workflow look like?

I recently subscribed to ChatGPT Pro and started e…

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

Reddit2026-08-19View source ↗
Pain★★★★☆First-hand pain

Post title: AI is writing more code, but I’m more exhausted than before — what does your vibe coding workflow look like?

AI is doing more work for me, so why do I feel mor…

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

Reddit2026-08-19View source ↗
★★★★☆
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What this evidence does not show yet

This dossier already carries first-hand payment evidence. What it still cannot tell you: market size, how reachable these people are, or what it costs to acquire them.

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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.