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Case study · L’Atelier des 3 Mondes

Industrial quoting automated, from inbox to sent quote

Price requests from large industrial buyers arrive continuously by email, as technical drawings and STEP files. Answering them was expert work, done by hand by a single person in the design office. We built and shipped the engine that automates this pricing, along with the control desk around it.

customer/part pairs analysed to align the engine with real pricing policy
4,359customer/part pairs analysed to align the engine with real pricing policy
price proposals approved in one click in July 2026 alone
50+price proposals approved in one click in July 2026 alone
from engine proposal to quote sent to the customer
1 clickfrom engine proposal to quote sent to the customer

The problem: commercial capacity rested on one person

Answering a request means reading the drawing, extracting geometry, material, thicknesses, cutting, bending and machining operations, surface treatments and customer requirements, then deriving a price.

That is expert work, requiring command of every parameter that feeds the price. It rested on one person, and the entire commercial response capacity of the company depended on it.

What we built

The engine reads the files, analyses the geometry and computes manufacturing times and costs. It was aligned with management’s real pricing policy, derived from the invoicing history — not from a theoretical rate card.

Around the engine, a control desk: price proposals approved in one click, automatic extraction of customer requirements and requested delivery dates, a quote registry, a sending workflow, and automatic follow-up on unanswered quotes.

How a request becomes a quote

  1. Intake

    The request arrives by email, with its drawing and STEP file.

  2. File parsing

    The drawing and the 3D geometry are analysed automatically.

  3. Material and operations

    Grade, thickness, cutting, bending, machining, surface treatments.

  4. Times and costs

    Manufacturing routings are computed, then costed.

  5. One-click approval

    The proposal goes to management, who approve, and the quote is sent.

  6. Follow-up

    Unanswered quotes are chased automatically.

What came out of it

The engine’s pricing policy was not guessed: it was derived from 4,359 customer/part pairs in the invoicing history, so that proposed prices match what management would have charged.

In July 2026 alone, more than fifty price proposals were submitted and approved in one click. Quoting no longer depends on one person’s availability.

Getting price requests you have no time to quote?

The starting point is always the same: look at your actual incoming requests and your invoicing history, to find out what can be automated and what cannot.

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