Most teams do not need the perfect AI model on day one. They need a first model they can explain.

The mistake is starting from brand memory: choose a famous model, wire it into the app, wait for users, then discover later that cost, latency, context length, or response shape does not fit the workflow.

A better first production test is smaller and more boring:

Choose one representative task.

Run it through one project key.