Opportunity dossier O-0363

Recurring need documented in 5 independent public source items.

First seen 2026-07-03 · Last updated 2026-08-31 · Recalculated daily

15.1

Evidence confidence, not a return forecast

Independent source items, deduplicated by post

Public source families

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 alternativesLiven, YouTube

Weekly mentions · 12 weeks▼ Fading

06-1507-1308-1008-31

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

Representative evidence

2 public excerpts · 5 items in the full chain

Product complaint★★★☆☆First-hand pain

Post title: I keep getting ad SPAMS of that 'Liven' app with their AI slop songs and content

I keep getting ad SPAMS of that 'Liven' app with t…

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

Reddit2026-08-10View source ↗

Pain★★★☆☆First-hand pain

Post title: AI Video Taking over YouTube

The number of AI videos getting recommended to me pushed me to disable my YouTube watch history. This has the side effect of turning off home page recommendations entirely. Now I just watch videos fro…

Hacker News2026-08-08View source ↗

★★★★☆

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What this evidence does not show yet

To reach Payment-backed we still need:

a first-hand payment statement — either someone naming what they already pay, or 2 more statement(s) with a specific amount they would pay (we have 0)
renewed mentions — the recent trend is below the promotion bar

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

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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.