Get consistently formatted AI responses every time

flowchart TD trig>"a request comes in"]:::trig s0["send request to AI"]:::svc s1["generate formatted response"]:::svc s2["check response format"]:::task s3["return response"]:::task trig --> s0 s0 --> s1 s1 --> s2 lp{"response matches required format"}:::gate s2 --> lp lp -. "retry AI generation" .-> s1 lp -->|"finished"| s3 out[/"correctly formatted AI response"/]:::out pay{{"reliable output for downstream systems"}}:::pay s3 --> out out --> pay s2 -. "retries on failure" .-> s2 classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff