Independent AI strategy for Monaco businesses.

Where AI creates value — and where it doesn't

The market conversation makes it sound like AI is useful everywhere. In practice, the ROI curve is very uneven. AI is currently a strong fit for a specific pattern: workflows with high-volume repetitive decisions, unstructured text as input, and a human bottleneck. It is a weak fit for edge-of-domain judgement, high-emotional-stakes work, and processes where the marginal cost of a mistake is much larger than the marginal cost of a slow answer. We map that pattern onto your specific business and tell you where the ROI is real.

What we do

A strategy engagement is a set of concrete outputs, not a deck. Depending on scope, you leave with a shortlist of AI use cases ranked by ROI and difficulty, a 12-month roadmap that sequences them, a vendor and stack evaluation for each, a build-vs-buy recommendation, and a briefing document that explains the plan to your board or investors in language they can act on.

• Use-case discovery workshop with your leadership team (2 sessions)
• Ranked shortlist: 8–12 opportunities scored on ROI × feasibility
• 12-month roadmap that sequences quick wins and durable bets
• Vendor + stack evaluation, model choice, private vs API deployment
• Build vs buy vs partner recommendation per use case
• Board/investor briefing document you can present without editing

How we engage

Three models depending on where you are. A one-day workshop for a leadership team that needs to align on where AI fits into next year's plan. A four-to-six-week strategy engagement for a business that wants a full audit and roadmap. Or a fractional AI advisor retainer for founders and executives who want ongoing counsel without hiring a full-time Chief AI Officer.

• One-day AI strategy workshop — leadership alignment
• Four-to-six-week engagement — audit + roadmap + vendor plan
• Fractional AI advisor — monthly retainer, ongoing counsel
• Board-level briefings on request
• Independent second opinion on vendor proposals

What we won't do

We won't sell you a stack we're reselling. We don't take rebates from AI vendors, so our recommendations are financially neutral. We won't recommend building something in-house when a fifty-euro-a-month tool solves the problem — and we won't push you to a tool when your problem needs a real build. We won't write a deck that says "consider AI" and hand you the invoice. Every strategy engagement ends with something concrete you can decide against, not a vague thought experiment.