AI Audit in Annecy: Automate Mechanics and Swiss-turning Flow Without Breaking It
Gary Bramnik10 October 2026 · 6 min read
Contents
Haute-Savoie lives off precision mechanics. From the Geneva area to the Arve valley, through the Seynod and Épagny zones, Swiss-turning, tooling and plastics keep hundreds of SMEs running for some of the most demanding OEMs in Europe.
In Annecy, a subcontractor receives weekly specification PDFs that a salesperson rereads line by line to prepare a quote. In Cran-Gevrier, a mechanics firm re-enters material certificates into its ERP by hand. An outillage company in Épagny has lined up stock technical sheets in a spreadsheet for ten years. Each of these companies is technically excellent. And each loses whole hours in documentation that nobody ever structured.
Why audit before automating a workshop
Precision mechanics does not forgive approximation: an agent that modifies the wrong file costs more than the re-entry it was meant to remove. The audit exists exactly to prevent this mistake upstream. In 45 minutes we produce three concrete deliverables:
- A map of document flows: specifications, drawings, material certificates, debit sheets, quality claims. We identify the most expensive and safest flow to automate first.
- A gain estimate: recovered hours per week, translated into working days then euros, stated before any signature.
- The roadmap: what we automate, what stays human-readable by obligation, what remains manual. Prudence is part of the method.
Then we deploy agents in your current tools: an agent extracts specification data and prepares draft quotes, another converts certificates and material sheets into verifiable structured data, a third feeds a knowledge base your teams query in natural language. Agents replace neither your technicians nor your business know-how.
An expert on the team, not another tool
The audit is delivered through Fractional AI Direction: a senior AI expert works inside your company, 1 to 10 days a month, configuring, connecting and training your teams on real cases. From €990 excl. VAT/month for one day, decreasing to €750/day at ten days. Cancellable with 30 days notice.
How it starts
The 45-minute audit is free and non-binding. The first agent goes live within 30 days.
Possible extras: Claude Pro ($20/user/month) and sometimes an automation platform (20 to 50 €/month), opened in your company's name, no commission.
FAQ
Our production data is confidential, even under a client agreement. It stays that way: accounts in your name, isolated data, professional plans without retraining on your data. The sensitive perimeter is framed from the audit.
Can AI read our technical drawings? Yes, agents extract and cross-check data from technical PDFs, certificates and drawings before processing. Reliability is chosen first from day one.
We respond to major OEM tenders. That is exactly where the audit pays: a draft quote in minutes instead of hours is a direct competitive advantage, quantified before any investment.
Can we try one process first? Yes, that is the method: one agent, one visible gain, then we expand. Cancellable with 30 days notice.
Hiring, agency, or outsourcing: the real cost
| Cost item | In-house AI hire | External agency | Fractional AI Direction |
|---|---|---|---|
| Salary / fees | €75,000-95,000/yr | €30,000-60,000 | From €11,880 excl. VAT (1 day/month) |
| Licences & infrastructure | €1,500-3,000/yr | Included or billed with margin | ~€1,200/yr (at-cost for client) |
| Recruitment / onboarding | €5,000-10,000 | €0 | €0 |
| Time to first result | 6 months | 3-5 months | Under 30 days |
| Ownership of developments | The employee | Often captive to the agency | 100% owned by your company |
Hiring answers a permanent, full-time need with the risk of delay and departure. An agency bills days without transferring know-how. Fractional AI Direction brings a full function, adjustable from 1 to 10 days a month, cancellable with 30 days notice, keeping everything built in your name.
Grants to fund your audit and your agents
In Auvergne-Rhône-Alpes, Atouts Numériques (co-funded by the Region and the EU via FEDER) covers up to 50% of consulting and software-integration costs, and MinaSmart (EDIH) supports AI agent prototyping. Nationally, Bpifrance's Diagnostic IA subsidizes 50% of a 3-to-10-day expertise mission, exactly the format of an automation audit.
Using one of these channels, the net cost of a senior expert day drops below €500 excl. VAT. An owner in the region receives a double signal: automation pays off, and public funding covers part of it.
This is what we identify during the free 45-minute audit: the fastest channels to activate for your SME, based on its sector, size and location in Auvergne-Rhône-Alpes.