FIELD NOTE / COMMERCIAL OPS
The bottleneck is not always calculating a price. Often it is collecting the information a person needs to make a fast and well-informed decision.
In project-based work, technical services or highly variable jobs, price depends on information that emerges during the conversation. Fully automating the quotation can therefore move the problem rather than solve it.
The first objective can be simpler: make sure the team receives a request that is already understandable.
A good flow is not an endless form. It starts from the few variables that determine the next path and adapts questions to the type of request.
The output is consistent context, not an automatic decision.
The system can check completeness, classify the request and prepare a summary. But if margin, risk or feasibility require experience, the decision can remain human.
That boundary is useful: automation removes mechanical work without hiding a commercial choice inside an opaque score.
The commercial or technical team should be able to open a request and already have the elements needed for an initial evaluation. That means fewer clarification messages, less re-entry and fewer forgotten details.
Automation prepares the decision. It does not necessarily need to make it.
The best automation point may be before the quote, not inside the price.