Our estimator has twenty years of tribal knowledge in his head, and we are terrified of what happens if he leaves. How do we use AI to extract this unstructured expertise and turn it into an automated pricing engine that anyone on our team can run?

Question

Tyler Smith · Accepted Answer

When your business relies on the tribal knowledge of a single veteran employee, you are running an expert-dependent operation. To prepare your company for a clean exit, you must transition this expertise into a system-dependent pricing model that any team member can run.

You can use AI to extract this tribal knowledge without pulling your key employee away from their daily work. Start by recording several hours of your estimator talking through their process as they build actual quotes. Have them explain aloud exactly why they adjust pricing for specific client variables.

Feed these transcripts into an AI model and instruct it to extract the underlying rules, calculations, and decision matrices. The AI can then synthesize these informal notes into a structured pricing rubric.

- Record your key estimator thinking aloud during their next five complex pricing calculations.

- Use AI to analyze the recordings and identify the consistent formulas and risk factors they apply.

- Build these rules into a standardized pricing calculator that your junior account managers can use.

This process allows you to capture invaluable intellectual property and build system-dependent operations. You reduce your company risk and make your business far more attractive to future buyers who want to see repeatable systems.