# AI Product Engineering

C5H builds the systems that become harder after an AI-generated prototype: durable business rules, multi-user permissions, billing, integrations, migrations, queues, observability, performance, and AI features with validation and cost controls.

AI remains part of the development workflow where it helps. Senior engineers define the constraints, review high-risk changes, verify product behavior, and own the result.