turns findings into patches you can actually ship
Optional. Name what you're running and the patches come back ready to paste, not generic.
Uses the ChatGPT or Claude account you already pay for. You copy a prompt, paste it into your chat, paste the answer back here. No key, no extra bill.
Uses this app's protected server route. Quinn chooses the model automatically. Your access link is metered on the server; this page never asks for a model name, network address, or provider credential.
There is no paste-your-key box here, on purpose. This page never accepts a provider credential or calls a model provider from your browser. Use your own chat account, or Quinn through this site's protected server route.
Paste the Red Team report into box 01, then hit Build the fix plan. You get an ordered work list: the patch, how to check it worked, and how to back it out if it breaks something.
Defensive remediation only. Verify every patch in staging before it goes live.
Unfinished build. An AI wrote these patches — read every one before you run it.
The findings, your stack, and the exact output format are all baked in.
ChatGPT, Claude, Gemini, Copilot — whatever you already subscribe to.
All three prices are struck through for the beta. Join now and you stay free after it ends. Same console, same one job — the higher versions just let the fix plan travel further and run on your own compute.