Cockpit · For marketplaces

Stop blocking real sellers by mistake

Every listing photo goes through AI-generated and moderation checks. Cockpit shows how often those checks flag real products, which detector causes it and which threshold would cut it.

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The problem

A detector that flags too much blocks honest sellers and floods your support queue. One that flags too little lets fake or unsafe listings through. Without numbers, nobody can say which one you have.

What Cockpit shows

The flag rate and confidence chart per check, drift alerts when a provider changes behaviour, and, from your trust and safety decisions, the false alarms and misses per detector.

What you do next

Apply the suggested threshold in Controls, send unsure listings to a second detector, and watch the false alarms drop week by week.

1 · Detections come in
Detections61,240Speed1.8sFlagged7.4%
09:12:04AI-generated · video · BitMind0.74AI
09:12:03AI-generated · image · Sightengine0.08real
09:12:01Moderation · OpenAI0.11safe
09:11:58AI-generated · video · BitMind0.71AI
09:11:55AI-generated · image · Sightengine0.93AI
2 · Where it's unsure
AI-generated · video · BitMind · threshold 0.70
0.00.51.0
18% of scored verdicts sit within 0.10 of the threshold. Those are the ones worth a second look.
3 · An alert explains itself
ALERTFlag rate up 42% · AI-generated · video
Since 06:00 BitMind flags 9.8% of videos as AI-generated, up from 6.9% yesterday. Most new flags score between 0.70 and 0.78, just over your threshold: likely re-encoded phone videos, not a real rise in AI content.
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Every check your platform runs is counted per detector.

Made-up data on a test account. No real customer.

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Questions

Will it tell me which threshold to use?

With your review decisions connected, Cockpit suggests a threshold per detector that cuts false alarms with only a small rise in misses, and shows the before and after.

Does it change anything on its own?

No. Suggestions are only applied when someone on the Control plan saves them, with a reason, and every change can be undone.

Do you store the listing photos?

No. Cockpit works on verdicts, scores and file hashes only.

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