Agentic AIAugust 10, 2025

AI-Powered Automatic Quote Generation: From Voice to PDF in 5 Minutes

Describe your project by voice, and the AI agent generates a complete quote with pricing, labor costs, and VAT. Save 400–600 EUR/month.

By Gildas Garrec·4 min

AI-Powered Automatic Quote Generation: From Voice to PDF in 5 Minutes

Describe your project by voice, and the AI agent generates a complete quote with pricing, labor costs, and VAT. Save 400–600 EUR/month.

Table of contents: As an SME owner or tradesperson, you're always looking for practical ways to save time, cut costs, and stay competitive. This is one of the tools we recommend most at KRIGER-KORLOFF-BROTHERS for its immediate, measurable impact.

The problem this solves

Every day, SMEs and tradespeople lose time and money on tasks that technology can automate. 30–45 minutes per quote × 15 quotes per month = 8–10 hours per month — and that's exactly what this solution eliminates. Time spent on these tasks is time not invested in business development, client relationships, or innovation.

The solution: Custom AI agent (Claude API + price database) or Obat (construction), Henrri

Cost: 50–200 EUR/month Replaces: 30–45 min per quote × 15 quotes/month = 8–10 hours/month Estimated savings: 400–600 EUR/month

A custom AI agent (Claude API + price database) or Obat (construction) is one of the most accessible tools in this category. It takes just a few hours to set up, 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 habits and improves over time. You stay in control of the decisions that matter; 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: machines don't make mistakes with numbers and dates
  • Scalability: volume can triple with no significant additional cost
  • Full traceability: everything is logged and instantly retrievable

Real-world example: A joinery contractor

A joiner describes a project by voice from the job site: "Solid oak kitchen, L-shaped, 3.20m × 2.40m, granite worktop." The AI agent generates a complete quote — with up-to-date catalogue pricing, estimated labor, VAT, payment terms, and a provisional schedule. The joiner approves it on their phone and sends the PDF to the client on the spot. Time spent: 5 minutes instead of 45.

How to implement this solution

Step 1: Assessment (1 day)

Measure how much time you currently spend on this task. Track your hours over a typical week. Multiply by your fully-loaded hourly rate. That's your baseline cost.

Step 2: Free trial (1–2 weeks)

Most tools offer a 14-day free trial. Test on a limited scope with no risk. Compare results against your current process.

Step 3: Deployment (1–2 weeks)

If the trial is successful, roll out the solution to your entire team. Training is minimal — typically 1–2 hours is all it takes.

Step 4: ROI measurement (months 1–3)

Track your actual gains against your baseline cost. Fine-tune settings as needed. Generally, ROI is visible within the first full month.

Alternatives and comparison

Several solutions exist in this category: custom AI agent (Claude API + price database), Obat (construction), and Henrri, among others. The right choice depends on your size, budget, and existing tech stack. For SMEs with fewer than 20 employees, the simplest solution is often the best one — team adoption matters more than advanced features.

Available funding to finance this investment

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

  • France Num: digital vouchers ranging from 500 to 6,500 EUR for SME digitalization
  • Crédit Impôt Innovation (CII): reclaim 20% of your innovation expenses
  • OPCO: funding for training 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 50–200 EUR/month and savings of 400–600 EUR/month, the math speaks for itself. This solution is one of those quick wins that every SME or tradesperson should prioritize. The risk is minimal thanks to free trials, and the gains are immediate and measurable.

Discover the potential of AI agents for your SME: book a personalized demo.