Cockpit · For platforms

Know whether your upload checks are working, every day

Millions of uploads go through AI-generated, moderation and deepfake checks. Cockpit shows how each detector behaves, warns you when one drifts and, with your review decisions, how often it is right.

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The problem

Detection runs quietly in the background until something goes wrong: a provider slows down, a model update doubles the flags, or harmful content starts slipping through. You find out from users.

What Cockpit shows

Volume, speed, errors, cost and the flag rate per detector, the confidence chart with its unsure band, provider agreement and drift alerts. Add your review decisions and you see right, false alarms and missed per detector.

What you do next

Embed the panel in your own admin, act on the alerts, and with the Control plan tune thresholds and add a second opinion for unsure checks.

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.

Running checks at volume?
Tell us your monthly uploads and the checks you run, and we show you the panel on data like yours.

Questions

Does Cockpit slow down my checks?

No. It reads the results after each check has run; nothing is added to the request path.

Which checks does it cover?

Every detection that runs through withConflux: AI-generated images and video, moderation, deepfakes, music and audio ownership, reverse image search.

Can my team see it without a withConflux login?

Yes. Embed the panel in your own admin with one script tag and a short-lived token from your server.

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