The verdict in three sentences
A machining subcontractor in Bavaria or Alsace that receives 400 requests for quotation a month answers only 60% of them, with an average turnaround of 5 working days: the rest goes to a faster competitor. AI that reads drawings and specifications, then pre-prices from your quote history costs 25,000 to 60,000 EUR and brings turnaround down to 24 hours. The estimator does not disappear, they validate and adjust, and the response rate rises towards 95%.
What quote automation costs in 2026
Three factors drive the price: the quality of your quote history (3 years minimum, ideally with actual production times), the documents you receive (2D PDF drawings, 3D STEP files, Word specifications) and the depth of ERP integration (proALPHA, abas, SAP Business One, Odoo). 2026 ballpark ranges for Southern Germany and eastern France.
| Package | Scope | Budget excl. VAT | Delivery |
|---|---|---|---|
| Extraction | Reading RFQs and PDF drawings, structured sheet (material, dimensions, tolerances, quantities) | 25,000 EUR | 8 weeks |
| Pre-pricing | Extraction + time and cost estimate by analogy with history | 38,000 EUR | 12 weeks |
| 3D pre-pricing | Pre-pricing + STEP file analysis, detection of complex machining | 48,000 EUR | 14 weeks |
| ERP-integrated | 3D pre-pricing + quote created in the ERP, customer follow-up, win-rate statistics | 60,000 EUR | 16 weeks |
| AI costs | Model calls for 400 RFQs a month | 150 to 400 EUR per month | Ongoing |
| Maintenance | EU hosting, half-yearly retraining, support | 500 to 1,200 EUR per month | Ongoing |
Pricing by analogy works well on recurring parts, often 60 to 70% of a subcontractor's requests. Unusual parts are still priced by hand, but with a pre-filled sheet.
Before and after: what changes in the sales office
| Indicator | Manual process | With AI and validation |
|---|---|---|
| Average response time | 5 working days | 24 hours |
| Requests answered | 60% (240 a month) | 95% (380 a month) |
| Pricing time per request | 45 minutes | 15 minutes |
| Gap between quote and actual cost | 12 to 18% | 6 to 9% |
| Win rate | 18% | 20% |
| Requests lost for lack of reply | 160 a month | 20 a month |
The smaller gap between quote and actual cost is often the most profitable gain: the AI compares each request with similar parts actually produced, using recorded machine times rather than theoretical ones.
Points to watch
Drawing confidentiality is the first question from your customers, especially in aerospace, defence and medical. Require EU hosting, models that do not train on your data and a written clause in the contract. Second point: generative AI can misread a tolerance or a material. Every quote is still validated by an estimator, and the system shows a confidence score that routes doubtful requests to a full review.
Mini case study
Markus, sales director of a 60-employee machining subcontractor near Munich, handles 400 RFQs a month with two estimators. He picks the 3D pre-pricing package at 48,000 EUR, plus 900 EUR a month of maintenance and 300 EUR a month of AI, i.e. 14,400 EUR a year.
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Calculation: 140 extra requests answered per month. With a cautious 10% win rate on these new requests and an average order of 3,500 EUR, that is 49,000 EUR of additional revenue a month. At a 20% contribution margin, the gain reaches 9,800 EUR a month, 117,600 EUR a year. First-year cost: 62,400 EUR. Payback: about six and a half months, not counting the 100 monthly hours of pricing saved.
FAQ
How many historical quotes are needed to start?
At least 2,000 quotes over 3 years, including 500 or more converted into orders with actual times. Below that, pre-pricing lacks references and the tool is limited to extraction.
Can the AI read scanned drawings?
Yes for clean PDF drawings and most 300 dpi scans. Hand-drawn or very old drawings are extracted at 70 to 80%, with systematic human checks.
Will our aerospace customers accept their drawings going through AI?
In most cases yes, if hosting is in the EU, data is not used for training and this is written into the contract. Defence-classified programmes stay out of the automated flow.
Do we need to change ERP?
No. The tool connects via API or file import to common manufacturing ERPs. ERP integration adds about 12,000 EUR to the budget.
What happens to our estimators?
They move from data entry to validation and negotiation. In our projects time per request drops from 45 to 15 minutes, and the team absorbs 58% more requests without hiring.
Let's scope your project. Send us a sample of 20 anonymised RFQs and the name of your ERP: we will price an automation between 25,000 and 60,000 EUR, delivered in 8 to 16 weeks. Detailed quote within 48 h. WhatsApp +221 77 596 93 33.
Mohamed Bah
Fondateur, Kolonell
Passionate about digital and entrepreneurship in Africa, Mohamed has been helping Sénégalese businesses with their digital transformation since 2020. Founder of Kolonell, he believes every SME deserves a professional and accessible online présence.

