Normalize
Reject or adjust incompatible input before it hits a provider.
Fallback routing, dimension rules, and cost modeling — the operational edges that burn money or reputation when you pretend they are trivia.
Build image API failover that retries timeouts and rate limits — and refuses to bypass safety rejections or invalid requests by hopping to another vendor.
Read the guide →Model AI image API cost around blended fast and premium mix plus accepted assets — not a teaser unit price that forgets discarded drafts and retries.
Read the guide →Why AI image APIs want multiples of 64 — and how RenderRoute normalizes width and height across a routed model fleet without silent crop chaos in production.
Read the guide →Dimensions, failover, cost, safety, and idempotency look like trivia until they double-bill or fail customers. Encode each as a rule and return enough metadata to explain what happened.
Reject or adjust incompatible input before it hits a provider.
Separate temporary infra failure from permanent policy failure.
Compare estimated usage with provider and invoice reality.