Model choice should begin with use-case constraints: response speed, answer quality, cost per query, and compliance requirements.

General-purpose models are excellent defaults, but specialist models often outperform them in narrow tasks like coding, legal drafting, or high-fidelity image generation.

Benchmark on your own prompts and real user traffic patterns before committing. Lab tests rarely reflect production behavior fully.