Knapsack

Your AI produces code that looks production-ready but doesn't conform to your standards. Invisible drift compounds with every release, costing you rework, refactoring, and velocity.

Anyone can put documents in a folder and point an LLM at it. The hard part is knowing which context to trust, measuring whether your AI's answer conforms to your standards, and proving it got better—not just faster. That is the whole product, and it is genuinely defensible.

Measurement is the foundation. It reveals what's working, what's drifting, and what governance you need.

Every evaluation starts with your source of truth. Your design system. Your patterns. Your decisions. We bring them together as-is, never rebuilt, never reinterpreted. We trace every conformance check back to what you own and control.