September 30, 2025

Shipping AI Copilots Users Keep Using

How we pair Laravel with evaluation harnesses to launch copilots teams adopt on day one.

AIProduct

Launching an AI copilot is the easy part. Getting adoption requires aligning workflows, measurable evaluations, and feedback loops. We break down the exact playbook we use to ship copilots that teams keep using after week one.

Inside you will find the architecture blueprint, evaluation harness structure, and rollout tactics.

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