Add context
Paste a link, describe your niche, or explain your product.
Three steps
From link to useful shortlist.
Start with a reference, niche, or product. Get relevant videos with clear reasons to study them.
Less browsing. More signal.
A focused workflow for finding references worth your time.
Find candidates
Search supported public sources for relevant videos.
Explain the shortlist
AI adds reasons, warnings, and limits. You decide what to learn.
What we screen for
Four signals that make a benchmark useful.
Audience fit
Same audience and problem.
Reach gap
Strong views relative to visible followers.
Format value
A repeatable hook or structure.
Benchmark risk
Signs that fame or paid reach explain the result.