AI can now see what's in a returned box. Should it be allowed to pay you?
A box comes back. A scan says "received". The refund goes out, even if the lens is still sitting at home.
That's a full $340 refund for a kit missing its $109 lens, and the next customer opens a "complete" kit with no lens.
I built ReturnWitness to change that.
Meta's SAM 3.1 tracks every item that comes out of the box, my code counts what lands in the tray, and Muse models check the evidence. AI can hold a refund. Only a person can release it.
Not AI deciding for us. AI showing us the evidence.
🎬 Watch it in 41 seconds: five Meta models, one rule.
If you believe AI should prove what it saw before it moves money, help me share it: repost the demo below.
For stores that want a pilot: t.co/VTiE1FD4NR
@MetaforDevs @AgentGlassInc #MetaAIHackathon
Work
ReturnWitness blocks a $340 refund until a lens is accounted for
Sidra Miconi, a founder, built ReturnWitness to catch missing items in returned boxes before refunds auto-pay. Meta SAM 3.1 tracks each item removed, custom code counts the tray, and Muse models review the evidence; in the demo a kit with 3 items arrived with only 2, so the $340 refund was held until a person reviewed.
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