Our senior Estimator is a bottleneck because they are the only one who knows how to price our complex, custom projects accurately. How do we use AI to capture this expert's tribal knowledge and turn it into a system-dependent pricing tool that others can run?

Question

Tyler Smith · Accepted Answer

When your business depends entirely on one expert's tribal knowledge, you have a massive operational risk that hurts your company's value. You need to transition from an expert-dependent operation to a system-dependent operation. You can use AI to build an expert pricing system without demanding weeks of your estimator's time.

Start by scheduling three one-hour sessions with your senior Estimator. Have them record their screen while they price out a series of past projects. Ask them to talk out loud, explaining exactly why they make each pricing decision, how they assess project risks, and how they calculate margins.

Run these video recordings through an AI transcription tool to capture their exact thought process. Then, feed these detailed transcripts into a private AI assistant. Instruct the AI to analyze the transcripts and extract the underlying pricing methodology, creating a structured, step-by-step scoring system.

Use this structured logic to build a simple pricing calculator or a custom AI-guided wizard for your junior team members. When a new project arrives, junior staff can enter the raw specifications, and the AI tool will guide them through the estimator's exact decision tree to generate an accurate price. Your senior Estimator moves into a high-value review seat on the Accountability Chart, and your business is no longer vulnerable to a single point of failure.