But the AI doesn't know what actually happened in your specific case. It doesn't have access to:
- What payload did your frontend send to your backend? - What request did your backend construct and send to Stripe? - What response did Stripe return? - How did your backend process that response? - What error (if any) made it back to the user?
Without this runtime context, the AI is pattern-matching.
The irony is that the data AI needs often exists, it's just scattered and difficult to access.
Auto-correlation tools like Multiplayer automatically capture and link data across your entire stack: frontend interactions, backend traces and logs, and end-to-end request/response headers and content from internal service and external API calls. This data becomes the foundation for effective AI-assisted debugging.