Operational tooling becomes simpler when errors, token usage and finish reasons are standardized.
GATEWAY & ROUTINGADVANCED LLMOPS
Normalize Provider Responses
Response normalization maps provider-specific metadata and errors into a consistent internal representation.
Provider 429s and quota errors map to a common capacity error class used by retry and alert policy.
Can monitoring compare providers using the same semantic error categories?
REMEMBERNormalize operations before dashboards.
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