From Prototype to Production: The AI Path

Prototyping is fast, but production demands reliability. This path requires a shift from manual testing to automated evaluation suites and hardened infrastructure.

Productionization Steps

Move from hardcoded prompts to parameterized ones managed by a CMS. Implement automated regression testing to ensure that updates to models don\'t silently break your application features.

Lifecycle Management

Treat model updates like library dependencies. Use version control for prompts and model configurations to ensure you can roll back instantly if an update degrades performance.