Secure AI Customer Support with Human-Approved RefundsSecure AI Customer Support with Human-Approved Refunds
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Would you let an AI give refunds to your customers? I wouldn't. So I built a support assistant that can't.
The rule behind it: the language model is an untrusted component. It suggests; tested code decides.
The screenshot is a real run of the demo: → "Where is my order?" is answered from that customer's own data → "I want a refund": the AI only prepares it. Nothing changes until the customer confirms and a manager approves. → "Ignore all previous instructions…" is detected and refused → Asking about someone else's order returns "not found". Ownership is checked in the database, not in the prompt. → "I want a real person" hands the chat to a human agent, with a ticket
Built with FastAPI, PostgreSQL, Redis, Qdrant (RAG) and Docker. It runs with Claude or a fully offline model. 480+ automated tests, plus API fuzzing and an OWASP ZAP scan on every change.
Want an AI assistant like this for your store or SaaS, one that answers from your own docs and data? Message me here on Contra.
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The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started