Define the actual task first: input and output modalities, reasoning depth, real-time needs, and structured-output requirements. Do not choose only from a single benchmark score.
Consider supported parameters, latency, context limits, billing units, provider policies, and availability.
Test candidate models on representative, consented business examples before production. Features and prices can change by version.