Hi Product Hunt,

Every creator tool I looked at ranks people on metadata. Follower count,
engagement rate, category tag, sometimes the video description. None of them
open the video. So you pick a creator from numbers that describe an audience,
and you find out what their videos are actually like after the budget is
committed.

Virlia watches instead. For each candidate it samples 36 frames evenly across
the runtime, reads the transcript and the top comments, and scores brand fit
and safety against your brief rather than a generic template. Every score links
back to the second of footage that produced it, so you can open the evidence
and disagree with it.

Here is the result that made the case. On one real brief, a TikTok pharmacist
with 21,300 followers scored 88 on brand fit and finished above a YouTube
dermatology channel with 3.57 million subscribers on 86. Same brief, same
brand, same run. No tool that sorts by follower count can produce that
ordering.

Honest status: Three free reports, no card, nothing to
cancel. Paid starts at $29 a month for 15 runs.

The most useful thing you can do is run a brief you actually care about and
tell me what you think. That is the part I cannot test alone.

Hi Product Hunt,

Every creator tool I looked at ranks people on metadata. Follower count,
engagement rate, category tag, sometimes the video description. None of them
open the video. So you pick a creator from numbers that describe an audience,
and you find out what their videos are actually like after the budget is
committed.

Virlia watches instead. For each candidate it samples 36 frames evenly across
the runtime, reads the transcript and the top comments, and scores brand fit
and safety against your brief rather than a generic template. Every score links
back to the second of footage that produced it, so you can open the evidence
and disagree with it.

Here is the result that made the case. On one real brief, a TikTok pharmacist
with 21,300 followers scored 88 on brand fit and finished above a YouTube
dermatology channel with 3.57 million subscribers on 86. Same brief, same
brand, same run. No tool that sorts by follower count can produce that
ordering.

Honest status: Three free reports, no card, nothing to
cancel. Paid starts at $29 a month for 15 runs.

The most useful thing you can do is run a brief you actually care about and
tell me what you think. That is the part I cannot test alone.

Virlia

Vet creators on 36 real frames, not follower counts

Vet creators on 36 real frames, not follower counts