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Updated · 24d ago
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CREATOR

YouTube Shorts Algorithm Visibility

The take: 10 complained · 1 willing to pay.
3 platforms · 10 mentions ·↑5 upvotes ·1 paid ·3 triggers ·40d spotted before mainstream
Opportunity score 61/100 Solid
CREATOR sector avg: 70 -9 Top 85% (26 cards)
PainPain intensity signal (LLM-judged level + average pain_strength from D signals).
65(moderate)
MentionsPublic discussion volume · benchmarked against full-library percentile (daily-refreshed).
50(moderate)
PayPaid-evidence count (log-scale · 1 = 70, 2 = 80, 4 = 90, 8+ = 100).
70(moderate)
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.
25(weak)
Score = real demand ÷ existing competition × evidence confidence · blue-ocean weighted (more competitors → lower score) · backed by enough evidence.
Disruption

Coverage

We searched 2 places where competitors live — transparent about what we covered and what we missed.

Where we searched
2 sources · GitHub · App Store
Real competitors found
23 shipped products (AI-verified from 65 raw matches)
Last scan
10d ago · auto-refreshed every month

Should you build this?

YES, if
  • You've grown a YouTube Shorts channel or have access to multi-account analytics data
  • You can pattern-match algorithm-cliff triggers across many channels
  • You're OK with anecdotal-data limitations (YouTube doesn't share algo internals)
THINK TWICE
  • YouTube changes the algorithm regularly — your heuristics rot
  • VidIQ + TubeBuddy compete with similar diagnostics
  • Creator-economy tooling has low willingness-to-pay
VALIDATE THIS WEEK
  1. This weekend: Reply to r/NewTubers OPs (signal#1,3,4) with a free 1-page diagnosis of their channel. Track replies · cite signal#1,3,4
  2. Next 7 days: Post in r/PartneredYoutube post-virality thread (signal#2) with a 'don't lose your audience' guide. Measure DMs · cite signal#2
  3. 30+ paid users: If 30+ paid diagnostic users in 14 days, ship the $29/mo monitoring tier

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

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Who is this for

YouTubers seeing channels suddenly drop to 0-8 views per shorts (signal#1, r/NewTubers); creators dealing with post-virality cliff (signal#2, 5 upvotes); shorts stopping post-monetization (signal#4)

Bloomberg-style buyer profile · grounded in real signals

Pain · MEDIUM

Multiple r/NewTubers posts describing algorithm cliff: 9/10 shorts get 0-8 views (signal#1) · views drop from 488/643/760 to 1/0/3 post-monetization (signal#3) · concentrated platform-policy frustration

"Did YouTube Shorts slow down subscriber conversion for anyone else recently?" · reddit:socialmarketinghub · ↑1 · original →

"0 views, youtube algorithm simply does not show my conent" · r-NewTubers · original →

"Why did my shorts stop getting pushed?" · r-NewTubers · original →

Why now

Validate first — YouTube Shorts monetization-policy changes triggering creator backlash but no single dated event in signals

Source ↗ 3 trigger events

Willingness to pay

1 paid user · across 3 platforms

Full timeline · past → now → next

  • Now D1 10 active discussions · 1 paid evidence · 3 trigger(s)
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.

Build this with AI

We've assembled a full brief from the real evidence above. Ready to paste into any AI coding tool.

Or open in your AI tool: Claude ↗ · ChatGPT ↗ · Gemini ↗ · Perplexity ↗
~ 1-2 weeks · $0-20/mo infra
Preview what we send
I want to build a tool for: YouTubers seeing channels suddenly drop to 0-8 views per shorts (signal#1, r/NewTubers); creators dealing with post-virality cliff (signal#2, 5 upvotes); shorts stopping post-monetization (signal#4)

The pain users describe: 0 views, youtube algorithm simply does not show my conent

Timing / why now: Validate first — YouTube Shorts monetization-policy changes triggering creator backlash but no single dated event in signals

Existing alternatives: none clearly identified yet — opportunity for a first-mover

Help me draft an MVP technical plan:
1. Core user flow (happy path, 3-5 steps)
2. Data model (main tables and their key fields)
3. Tech stack recommendation (favor fast-to-ship options)
4. First 3 things to build this weekend
5. What NOT to build in v1 (scope discipline)

Context source: gapmine.com/opportunities/2026-05-06/youtube-shorts-monetization-strategy

Prompt built by concatenating your real fields · 0 AI rewording · source link included for traceability

Build playbook · if validated ~2-3 weeks

Build only after VALIDATE THIS WEEK succeeds · Generated from this card's real signals · 0 template · per-card playbook

1 Build a 'YouTube Shorts algorithm diagnostic' — analyze a creator's last 30 shorts, identify exactly which trigger (length, watch %, post-monetization shadowban, content-policy flag) caused the cliff · cite signal#1,3,4
2 Reply in r/NewTubers threads with free diagnostic. Convert to paid analyst tier ($29/mo) for ongoing monitoring
3 If 100+ free diagnoses in 14 days, ship the paid tier
Sign up to save

Evidence pool 14

Grouped by signal type · click each source to verify

8 r6 reddit
TRIGGER (2)
TRIGGER [reddit:digitalmarketing] client's brand pre-roll ran 80,000 times on AI slop YouTube channels. they want a $42K refund and answers i don't have. · Source ↗
TRIGGER [reddit:sunoai] Spotify boss defends AI music tools, saying they’re better than “slop”. what does this mean for Suno? · Source ↗
SUPPLY (2)
SUPPLY [reddit:vibecoding] Published my first app! A compass that points to the nearest liquor store · Source ↗
SUPPLY [reddit:obsidianmd] Notebook Navigator 3.0 – The writer's release! Manual sort, word count targets, custom group headers, and much more! · Source ↗
DEMAND (10)
DEMAND [reddit:partneredyoutube] How to deal with a channel post virality · ↑5 · med pain · creator-youtube · Source ↗
DEMAND [reddit:socialmarketinghub] Did YouTube Shorts slow down subscriber conversion for anyone else recently? · ↑1 · med pain · creator-youtube · Source ↗
DEMAND [r-NewTubers] 0 views, youtube algorithm simply does not show my conent · high pain · creator-youtube · Source ↗
DEMAND [r-NewTubers] Why did my shorts stop getting pushed? · med pain · creator-youtube · Source ↗
DEMAND [r-NewTubers] could use some advic with shorts. · med pain · creator-youtube · Source ↗
Show 5 more
DEMAND [r-NewTubers] What is up with YouTube shorts?? · med pain · creator-youtube · Source ↗
DEMAND [r-NewTubers] Used shorts to grow my channel it feels meaningless · med pain · creator-youtube · Source ↗
DEMAND [r-NewTubers] Shorts are suddenly going to wrong audience · med pain · creator-youtube · Source ↗
DEMAND [r-NewTubers] Shorts suddenly not being put in the shorts feed even once? · med pain · creator-youtube · Source ↗
DEMAND [r-NewTubers] Short with good stats, not getting any views · med pain · creator-youtube · Source ↗

This problem also appears in 1

Other cards mapped to the same canonical need · youtube shorts · member N=2

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