The model license is only one part of the hosting decision. A managed API reduces infrastructure work, but it also places rate limits, data handling terms and model changes outside the application team's direct control. This hosted model planning guide can frame the initial comparison.

Start with the workload, not a model leaderboard. Check whether prompts may leave the chosen environment, whether latency needs reserved capacity and whether