YouTube Shorts View Recovery

2 platforms · 2 mentions ·↑1 upvotes

Opportunity score 0/100 Speculative

CREATOR sector avg: 70 -70 Top 100% (26 cards)

PainPain intensity signal (LLM-judged level + average pain_strength from D signals).

50(moderate)

MentionsPublic discussion volume · benchmarked against full-library percentile (daily-refreshed).

10(weak)

PayPaid-evidence count (log-scale · 1 = 70, 2 = 80, 4 = 90, 8+ = 100).

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TriggerRecent trigger events count + freshness (14-day decay window).

25(weak)

SourcesPlatform-diversity percentile · how many distinct sources mention this.

50(moderate)

ForecastPredicted growth (TimesFM 7-day) · benchmarked against full-library percentile.

10(weak)

Score = real demand ÷ existing competition × evidence confidence · blue-ocean weighted (more competitors → lower score) · Early signal — thin evidence so far, firms up as more signals + competitor data arrive.

Incubating Just Found

Searching — running first competitor scan across 4 sources · check back soon

Should you build this?

YES, if

You can ship in 1-2 weeks on $0-20/mo infrastructure
No direct competitors yet — first-mover window open

THINK TWICE

Only 2 mentions across platforms — evidence thin, validate before building
No paid evidence AND no competitors — could mean "no market" rather than "open market"

VALIDATE THIS WEEK

This weekend: DM users at r-NewTubers (1 complaint) — ask if they'd pay $9/mo for a fix
Next 7 days: ship a 2-page landing site with $9/mo waitlist + "request beta" form — count signups
If <10 signups in 7 days: kill it · the demand isn't there at this price

Updated as new signals arrive

Sign in to see the full opportunity

Who this is for · Why now · Willingness to pay · Full timeline · Competitor landscape · Build with AI prompt · Validation playbook · Evidence pool · 8+ more sections

Full timeline · past → now → next

Now D1 2 active discussions

Past archive · No historical signals yet · we keep scanning

Future trend · next 7 days

Trend forecast becomes available once enough discussion history accumulates. ⓘShown only when confidence >50%. New cards typically become predictable within 7-14 days after first sighting.