Lower inference costs only when the evidence supports it.

What the diagnostic delivers

• A representative evaluation set and agreed pass criteria for each task.
• A comparison of candidate models, serving configurations, latency and capacity.
• A cost model that includes idle capacity, fallback, retries and operations.
• A go/no-go recommendation with a staged migration and rollback plan.

What comes after

If a candidate meets the thresholds, I can build or integrate its endpoint, add routing and observability, and pilot it against limited traffic. Keeping your existing API is also a valid result.