ChatGPT → production
ChatGPT to Production
Short answer
An app assembled from ChatGPT snippets can go to production only after it lives in Git, has real authz, and someone has tested a second user. The chat log is not a spec.
What “ChatGPT to production” means
Moving from copy-pasted or Canvas-generated code into a repo with env files, a host, and a threat model — then deleting the parts that only existed because the model was helpful.
Chat vs product
| Artifact | ChatGPT session | Production |
|---|---|---|
| Spec | Prompts | README + domain rules |
| Secrets | Often in the message | Host secrets, rotated |
| History | Lost chats | Git |
When ChatGPT is the right tool
Explaining a flow, drafting a schema, generating a first component. Not owning the architecture for a multi-tenant SaaS.
FAQ
Can I launch a ChatGPT-built SaaS?
After it is a repo you can run, isolate data, and monitor. The model used to write it is irrelevant.
Related
Code lives in a chat?
First job: get it into GitHub. Then score it. Then decide harden vs rebuild.