Automatic Part Quoting: Estimates in 2 Hours Instead of 2 Days

The customer sends a drawing, the AI identifies the material and operations, estimates routing times, and generates a price.

• The problem it solves
• The solution: Custom AI agent + materials database + routing times
• Real-world case: Machining SME
• How to implement this solution
• Alternatives and comparison
• Available funding to finance this investment
• Conclusion

The problem it solves

Every day, SMEs and tradespeople lose time and money on tasks that technology can automate. 1–3 hours of quoting per job — that's exactly what this solution eliminates. Every hour spent on manual quoting is an hour not invested in business development, customer relationships, or innovation.

The solution: Custom AI agent + materials database + routing times

A custom AI agent combined with a materials database and routing times is one of the most accessible tools in this category. It can be set up in a few hours, requires no advanced technical skills, and the return on investment is visible from the very first month.

How it works

The tool integrates with your existing systems (email, calendar, CRM, accounting software) and automates repetitive tasks. The AI learns from your patterns and improves over time. You stay in control of the important decisions — the AI handles the rest.

Key benefits

• 24/7 availability: the tool keeps working even when you're on-site or away for the weekend
• Zero data entry errors: the system never makes mistakes with numbers or dates
• Scalability: volume can triple with no significant added cost
• Full traceability: everything is logged and instantly retrievable

Real-world case: Machining SME

A precision machining SME was receiving 15 quote requests per week. Each estimate took 2–3 hours: analyzing the drawing, identifying the material and tolerances, estimating the operations (turning, milling, grinding), and calculating routing times. The AI agent now analyzes the PDF drawing, automatically identifies the material, critical dimensions, and required operations. It estimates routing times based on the company's historical data and generates a price. Quotes go out in 2 hours instead of 2 days. The company now responds to 3 times as many requests.

How to implement this solution

Step 1: Assessment (1 day)

Step 2: Free trial (1–2 weeks)

Step 3: Rollout (1–2 weeks)

Step 4: ROI measurement (months 1–3)

Alternatives and comparison

Other tools exist in this category, but a custom AI agent with a materials database and routing times delivers the best feature-to-price ratio for French SMEs and tradespeople.

Available funding to finance this investment

As a French SME, you may be eligible for several support schemes:

• France Num: digital vouchers worth €500 to €6,500 for the digitalization of micro and small businesses
• Credit Impôt Innovation (CII): recover 20% of your innovation expenditure through a tax credit
• OPCO: funding for training programs associated with the tool
• BPI France: innovation loans and digital transformation grants

Want to go further? Check out our Complete Guide: Agentic AI for SMEs in 2026, which covers the full picture.

Conclusion

With an investment of €100–300/month and savings of €500–1,500/month, the math speaks for itself. This solution is one of those "quick wins" that every SME or tradesperson should prioritize. The risk is virtually zero thanks to free trial periods, and the gains are immediate and measurable.