From a note to a signed offer in two minutes — how CRM automation removed the quoting bottleneck
The company serves five market segments, and in the lowest-margin segment, the salesperson's working time was eating profitability. We built automation where a note saved in CRM triggers context retrieval from the company model, offer generation by a language model, and PDF delivery to the client. The entire path takes one to two minutes.
Five segments, one sales team
Each of the five segments requires different quoting logic. In one, pricing can be derived directly from parameters and doesn't require a conversation. In another, complex quotes consumed up to thirty minutes of concentrated work. Another relies on a bill of materials prepared by an engineer. The final one is characterized by high volume, an eight-day client decision cycle, and the lowest margin. It was this last segment that was the crux of the problem. At such a thin margin, the sales team's working time was eating profitability faster than sales could earn it. At the same time, the company was preparing expansion into further regions, which meant multiplying the same constraint.
What we didEnd-to-end offer path automation
- Used the existing company description as a context source — the catalogue of services, packages, and pricing rules — rather than recreating pricing rules in a new tool.
- Built a flow covering the entire path: the sales rep finishes a call and writes a short CRM note, the automation retrieves context from the company model, the language model composes the offer, and the PDF document reaches the client by email.
- Added segment as an explicit decision field in CRM — without this designation, the automation has no basis to choose the correct template and pricing logic. Distinctions employees make automatically had to become data.
- Started deployment with the segment of highest repeatability, not highest contract value — there, the path closes without human involvement and most quickly verifies the mechanism's correctness.
What changed
An offer is created and sent within one to two minutes. The highest-repeatability segment can be served without a phone call, removing the constraint of available salesperson headcount. Pricing is consistent with a single catalogue, eliminating discrepancies between offers prepared by different people. Territorial expansion no longer means proportional growth in sales headcount. Next stage: extending the mechanism to the segment where the input data is a bill of materials.
“Automation brings the biggest return where the process is repeatable, not where the contracts are largest. The natural instinct is the opposite — deployment starts with the key client, i.e., the most atypical case, and stalls on exceptions. The obstacle wasn't the language model — it was a missing field in the CRM. Distinctions employees make automatically must first become data.”
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