provider-structured-output-audit

To audit LLM provider structured output for schema drift, analyze the gateway, provider adapters, and tests to confirm strict parsing and schema validation. This ensures shared gateway and caller contracts remain intact without weakening the interface.

Gateway structured output mismatches provider backends due to drift between gateway expectations and provider-specific payload envelopes. Auditing the provider adapters and validating strict JSON schema parsing identifies where the translation weakens the shared interface.

The best way to validate JSON schema across multiple LLM providers is to audit provider-specific structured-output requests through a shared gateway. This verifies strict parsing, validates envelopes, and ensures robust failure handling across all backends.

To enforce strict JSON payload shapes in an LLM gateway, audit the provider adapters and tests to confirm strict parsing and schema validation. This prevents drift and regressions by validating envelopes and error handling across multiple provider backends.

You need to audit provider-adapter structured output when chatStructured-style outputs must align with provider backends. This is required to prevent drift and regressions, ensuring the shared gateway interface remains intact across multiple providers.