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Confidential case Manufacturing 100–200 employees 6 weeks delivery

From hours to minutes: AI-assisted quote generation

A mid-sized manufacturer cut quoting time by around 80% with AI — and captured its pricing know-how in a system for the first time.

By Oliver Bührer | March 2025

€150–250k

estimated annual savings

~80%

faster quoting

Per quote

2–4h

Before

<30 min

After

Summary

Pricing know-how, now sitting inside the system

A mid-sized manufacturer with over 100 employees was fighting a bottleneck familiar to many production companies: quoting depended on a handful of experienced people, took far too long, and was still often inaccurate.

Through the AI Compass, SimplifieD Solutions analysed the process, identified the biggest lever and, in just six weeks, delivered an AI-assisted quoting system as an MVP — from strategy to a production-ready solution.

The challenge

Four problems holding growth back

Too slow

Several hours per quote — clients didn’t wait that long. Orders were lost.

Too dependent

Only 1–2 specialists could do the pricing. A classic knowledge bottleneck.

Too inaccurate

No unified system. Some quotes too high, others too low — essentially a lottery.

Too risky

The pricing know-how was about to disappear entirely with the retirement wave.

The solution

How the quoting system works

Automatically finds the best-matching reference projects

The system searches the database of past projects and finds the most similar parts — weighted by surface area, depth, complexity and material.

Calculates the full quoted price

Tool, material, manufacturing and CNC costs — the complete cost build-up through to the final quoted price, including margin.

Warns about risks before the quote goes out

The AI analyses historical project notes and flags potential issues — e.g. material cracking or tolerance issues under specific conditions.

Produces the finished quote text at the push of a button

A professional, editable quote is generated automatically — with specs, costs and delivery terms.

Learns from every quote

After a project closes, plan-versus-actual gaps are analysed. Pricing accuracy improves continuously.

The results

Before vs. after

Metric Before After
Time per quote 2–4 hours Under 30 minutes
Team members able to quote 1–2 specialists Anyone in sales
Pricing method Excel + gut feel Standardised & data-based
Risk assessment None Automatic AI risk warning
Post-project calculation Occasional, if at all Systematic for every project
Pricing know-how Lives in a few heads Captured digitally, grows over time

6 weeks

From start to production-ready MVP

€150–250k

estimated annual savings

“For years we’d been trying to capture our most experienced people’s pricing know-how somehow. Now it sits inside the system — and everyone in sales can work with it.”

— Managing Director, Manufacturing

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Oliver Bührer

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Oliver Bührer

Managing Director

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