The AI that respects your schema

Our Studio's AI feature generates form schemas from natural language. Getting the JSON *structurally* right is just the start; getting it semantically right is the rest of the iceberg.

We use response_schema mode, a carefully pruned system prompt, and two-stage validation with a retry loop. The result: around 1% of completions fail our Zod validator, and they auto-retry with the error attached.

The surprise win was lowering temperature to 0.4 and insisting on section-based output. Structured output begets structured thinking.