An AI estimate never stands alone. The system checks the material against the real catalog first and shows what it finds, so a sourced, catalog-matched option sits right next to the model’s guess, not in place of it.
When the system is not certain, it does not decide quietly. It surfaces every candidate side by side, confidence and source attached, and a person confirms or switches before it locks in. Garbage in, garbage out gets caught here, because nothing is trusted on the model’s word alone.
No AI sits in the calculation itself. The arithmetic, the source lookup and every aggregation are ordinary deterministic code, and the model is never asked to do the sum. It proposes and it retrieves; a person accepts.
No autonomous agents run loose in your data either. We build the system around the AI so it stays held in place, and that is a deliberate choice. The data this work touches, cost structures and product development that has not launched, is among the most protected material a company holds, including internally.