Judging quality with Seer

What Seer is

Seer is Pinnora's built-in creative judge. It scores a creative on things like brand fit and distinctiveness, then writes findings you can act on. From a creative's tile in the Library, choose Review with Seer, and the Seer panel opens and records its findings as QC flags on that creative.

On-demand review

Reviewing is something you trigger yourself. Open a creative, run Seer, and read what it flags. This is the reliable path when you want a verdict on one specific ad, and the findings stick around, so you can come back to them later.

The automatic QC loop

Pinnora also runs a QC loop on its own after a render finishes. It is on by default and only switches off if an operator sets PINNORA_AUTO_QC_LOOP to 0. It is not unlimited: the loop is bounded by a daily credit cap and a maximum number of steps per session, so it stops itself rather than spending without end.

Treat that automatic loop like a smoke detector with a battery limit. It is a genuine backstop, not a promise that every creative was checked and fixed. If one specific ad really matters, run Seer on it yourself rather than assuming the loop already got to it.

What to do with findings

Seer tells you what is wrong, not what to ship. Read the flags, decide which ones matter for your goal, and move to iteration to act on them. A low distinctiveness score on one ad buried in a batch of 40 may be fine. The same score on your hero ad is not.