Blocking specific annoying social media video formats: SKIP, 28/100 | Ideas Lab

A content filter that blocks a specific video subcategory that annoys some users.

The pain

Users encounter repetitive food preparation videos with hand gestures in their feeds and find them tedious. The videos appear frequently enough to be noticeable but not frequent enough to be the primary complaint about any platform.

The gap

Social media platforms don't offer granular filtering for specific video subcategories. Users can mute accounts or keywords, but not video formats or production styles.

Build angle

Browser extension or mobile app that uses computer vision to detect and hide videos matching the pattern (hand gestures + food prep + Eastern European pastry shop aesthetic). Could expand to other repetitive formats users dislike.

Strengths

Solves a real, specific frustration for some users
Technical implementation is feasible with existing CV models
Could expand to filter other annoying content formats
Low barrier to initial MVP

Risks

Market is tiny, this annoys a subset of a subset of users, not a broad audience
No clear monetization path; users won't pay for niche content filtering
Platforms actively discourage third-party filtering tools and may block them
The specific complaint may be a symptom of algorithm fatigue, not a standalone problem worth solving
High churn risk; users install, use once or twice, then forget about it
Requires ongoing maintenance as video styles evolve and platforms change APIs

Fly Labs Method

Is the pain real, is there a gap, is it the right time, can one person build it.

28

Value Equation

Dream outcome and how likely it feels, against the time and effort it costs.

15

One-Person Business

Curiosity pull, identity fit, and a path from free value to paid for a solo creator.

32

Viral Frameworks

Hook strength, shareability, and how cheaply it can be tested.

22

Builder Lens

Evidence the problem exists, timing, defensibility, and a model that fits on a napkin.

18

Five lenses, one composite. How scoring works

The angle

Browser extension or mobile app that uses computer vision to detect and hide videos matching the pattern (hand gestures + food prep + Eastern European pastry shop aesthetic). Could expand to other repetitive formats users dislike.

No market research recorded for this idea yet.

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