By 2026, virtually every French SME leader has understood that generative AI is going to change their business. The question is no longer “does this concern us?” but “where do we start without burning €50k for nothing?”.
The Strategic AI Audit answers precisely that question. In under 18 months, it has become the number-one engagement format that serious AI agencies deliver to their SME clients. Here is how Codito Ergo Sum runs it, what we find in 90% of cases, and how much it really pays off.
Why an AI Audit in 2026 (and Not a POC)?
The first mistake SMEs make: starting with a POC. “We'll test ChatGPT on our quotes for 3 months and see.” The result, 80% of the time: a POC that works so-so, abandoned by the teams after 6 weeks, and a leader who concludes that “AI is all hype.”
The problem: a tool was optimized without ever mapping where the company's real frictions are. An AI Audit does the opposite: it looks at the company as an information system, identifies the bottlenecks, and then proposes the AI solutions that unlock the most value — not the other way around.
The 3 Mistakes SMEs Make When Approaching AI
Mistake #1: Delegating the Topic to IT or a “Digital” Intern
AI is not an IT topic. It is a strategic one. If the CEO is not in the loop, the project is dead on arrival — either because funding comes too late, or because the teams never take ownership. Successful AI deployments consistently have a sponsor on the executive committee.
Mistake #2: Starting with the Tool, Not the Problem
Buying Copilot or GPT Enterprise without having thought about what to do with it guarantees an adoption rate below 15%. The SMEs that succeed start by identifying 3-5 high-ROI use cases, then choose the tools that serve them — not the other way around.
Mistake #3: Underestimating Data Debt
Generative AI runs on structured, accessible data. If your contracts are scanned as non-OCR PDFs, if your CRM database is half empty, if your business know-how lives in the heads of 3 people… no AI agent will work miracles. A serious AI Audit quantifies this data debt and proposes a remediation plan alongside the use cases.
The Codito Method: 5 Steps, 2 to 4 Weeks
Step 1 — Strategic Framing
Half a day with the CEO and the executive committee. The goal: align on the priority business stakes (growth, profitability, scalability, transformation), understand the sector context, and validate the scope of the audit. Output: a 3-5 page framing memo, validated by the CEO.
Step 2 — Field Interviews (the Information Trinity)
The heart of the method. We interview 2 to 15 key people (leaders, department heads, operational staff) to map the Information Trinity — a concept we forged at Codito to decode, in depth, how an SME actually operates. The idea: every piece of information that circulates through the company has 3 dimensions that must be understood simultaneously.
- The information itself: its nature, its value, what it says (a negotiated price, a client decision, a case status, a piece of business know-how).
- Its medium: where it is stored — email, Excel file, Word document, ERP, CRM, sticky note, or quite simply the head of a key employee.
- Its circulation: how it moves from one medium to another, who transmits it, at what moment, with what latency and how much re-keying along the way.
By mapping these 3 dimensions across every critical flow, we know exactly how the business operates — and, in mirror image, what AI needs to be implemented to streamline, automate, and make double entry disappear. At every step we quantify: how much time, how many times per week, how many errors, how often work is blocked waiting on something. That is what produces an objective measure of the frictions.
Step 3 — Mapping Flows and Frictions
We consolidate the interviews into a visual map (Miro or equivalent) of the information flows. Each friction is tagged (volume, criticality, automatable yes/no, technical complexity). The result is a surgical view of where value is leaking.
Step 4 — AI Maturity Score + Solutions
We scan 6 dimensions: data, infrastructure, skills, governance, culture, security. Each dimension gets a score out of 10. Together they produce the AI Maturity Score, which tells you where the company can start (Quick Wins? Infrastructure overhaul? Training first?).
For each priority friction, we propose 1 to 3 custom AI solutions, each with: a functional description, technical complexity (1-5), estimated development cost, expected monthly gain in hours and in euros, and projected ROI.
Step 5 — Triple ROI + Roadmap
Every solution is assessed against the Triple ROI:
- Time ROI: hours saved / month
- Quality ROI: fewer errors, improved client/employee experience
- Scalability ROI: the ability to absorb +50% volume without hiring
Output: a 60-80 page .docx deliverable + a Miro map + a fully costed roadmap for the next 6 months (Quick Wins prioritization, structural projects). All of it presented to the executive committee in 2 hours.
What We Find in 90% of SME Audits
Whatever the size (10 to 200 FTEs) and the sector (BTP, consulting, services, light industry, legal, healthcare), we find 4 systematic patterns:
- 20 to 40% of executives' time goes into producing documents (technical bid documents, meeting minutes, sales proposals, reports). It is the #1 AI lever in 9 cases out of 10.
- Critical information lives in 3 to 7 disconnected silos (emails, drives, ERP, CRM, personal spreadsheets). No AI agent can perform until a central repository is in place — often the first priority.
- Know-how is concentrated in 2-3 key people and cannot be passed on. A huge risk if someone leaves. Well-designed AI agents become a living collective memory that de-risks the company.
- Sales loses 30 to 50% of its potential through weak qualification, follow-up and personalization. AI applied to the CRM (scoring, personalized emails, multi-touch sequences) often doubles the qualified pipeline.
Typical ROI of an AI Audit — the VLT Notaires Case
A documented client case of ours: VLT Notaires, a 26-person notarial firm based in Grasse. The firm wanted a complete diagnosis before committing to any digital transformation.
The audit revealed 10 documented major frictions and €527,000/year in hidden costs (lost time, double entry, inefficiencies). A few key figures from the report:
- Email management: €328,000/year lost on its own (the single biggest friction)
- Case file opening: 709 files/year processed manually
- Land-registry searches, document analysis, no client portal: cross-cutting friction flagged in every single interview
Proposed roadmap: 12 solutions across 3 phases. Phase 1 — a modular AI kit that deploys quickly, with estimated net gains of ~€403,000/year. Phase 2 — a structured back office. Phase 3 — custom web applications (internal cockpit, client portal, back office), with estimated net gains of ~€532,000/year.
Total investment: €56,000 for massive annual gains — an ROI reached in roughly 2 months at full speed. In the words of Jean-Philippe Vouillon, partner notary: “I absolutely recommend the AI Audit, for every type of business. The Codito Ergo Sum team is highly competent.”
How Much Does a Codito AI Audit Cost?
4 packs, depending on company size and the depth you want:
- Express Pack (micro/small businesses < 20 FTEs) — €2,000 excl. VAT, 2 weeks, 2 people interviewed, condensed deliverable
- Focus Pack (SMEs 20-50 FTEs) — €5,000 excl. VAT, 3 weeks, 5 people interviewed, full deliverable
- Essential Pack (SMEs 50-150 FTEs) — €7,500 excl. VAT, 4 weeks, 10 people interviewed, deliverable + premium Miro map
- Max Pack (mid-market, 150+) — €10,000 excl. VAT, 4-6 weeks, multi-site format available
And after the audit, you are free. Either you bring the deployment in-house (the roadmap is delivered fully costed — you can hand it to your IT team or another provider), or we move straight into a monthly AI Partnership (€399 or €699/mo excl. VAT, no commitment) to execute the roadmap step by step, or we build the custom solutions ourselves (Codito is also your execution partner).
For the vast majority of SMEs, the most profitable combo over 12 months remains: AI Audit + monthly AI Partnership. The audit sets the course. The AI Partnership guarantees it gets executed month after month without drifting.
Conclusion: The AI Audit Is the Best First Euro You Will Spend in 2026
If you lead an SME and are still hesitating over how to approach AI, ask yourself one simple question: “How much am I willing to lose by buying the wrong tool without a prior diagnosis?”. Most of our clients come to us after burning €10-30k on poorly calibrated tools. The audit would have cost €2-10k and spared them the mistake.
An AI Audit is not a cost. It is the life insurance policy of your AI strategy.
Ready to get started?
Book 30 minutes with Emile to scope out your AI Audit.