GenAI Engineer Application Development MEDIUM
PRODUCTION SCENARIO
A Generative AI Engineer maintains a triage app that calls the OpenAI API directly with a key kept in the app's config. Leadership wants to trial Anthropic for the same task, apply per-team rate limits, and stop copying provider keys into every service.

Which change delivers all three goals?

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Answer: Create an external model serving endpoint for OpenAI and one for Anthropic

External models are third-party models hosted outside Databricks, and serving them through external model endpoints puts OpenAI and Anthropic behind one governed interface, stores the credentials encrypted in a single place, and picks up AI Gateway rate limiting and usage tracking. Custom model serving endpoints host models you log yourself and are not the type that fronts a third-party API. A secret fixes where the key lives but not per-team limits, and an in-app SDK proxy leaves keys and limits inside every service.
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