Most AI projects fail before anyone writes a line of code

Organizations start AI projects with a forty-slide strategy deck and no requirements document. Nobody has written acceptance criteria. Nobody has mapped where the data lives or who can reach it. The delivery team inherits a vision and invents the rest.

LENOEM writes the missing document: a blueprint precise enough that a development team, internal or external, can execute it without coming back with twenty questions.

Three stages

Stage 1: Sovereign AI Readiness Audit

A short fixed-fee engagement. We establish where you actually stand: data quality and location, your obligations under Quebec’s Law 25, your existing sub-processors, and which of your use cases hold up.

You leave with a written diagnosis and a clear recommendation. Proceed, fix first, or stop.

Duration: 2 to 3 weeks

Fee: fixed fee, quoted per engagement

Stage 2: Implementable Blueprint

The core deliverable. Six documents a delivery team can use as written:

• Requirements document with measurable acceptance criteria
• Data architecture and readiness assessment
• Solution architecture options, with model selection rationale
• Implementation roadmap
• Change management plan
• Risk register

Duration: 6 to 8 weeks

Fee: fixed fee, quoted per engagement

Stage 3: Delivery Leadership

A blueprint is worthless if implementation drifts. LENOEM runs delivery: scoping, programme governance, coordination of implementation partners, and accountability through to production.

This has been LENOEM’s core work for eighteen years, on transformation programmes in manufacturing and other regulated industries.

Why data sovereignty changes the calculation in Quebec

Law 25 creates obligations most AI projects ignore until an audit finds them: privacy impact assessments, controls on transfers outside Quebec, disclosure on automated decision-making.

A blueprint that skips these puts you behind before you start. We address them in Stage 1 rather than retrofitting later.

What the large firms leave out

Consulting firms produce strong strategy documents. They stop at the point where the work begins.

You end up with a vision, a set of pillars, a maturity matrix, then nothing. No acceptance criteria. No data flow diagrams. No retention policy drafted. Your delivery team rebuilds all of it and does it badly, because that is not their job.

LENOEM starts where they stop.

Who delivers the engagement

Simon Fessard, Principal Consultant

Eighteen years in product management, programme management and digital transformation. Delivery leadership on large-scale industrial transformation programmes.

LENOEM is a small firm. The consultant who sells the engagement is the one who delivers it.

Who this is for

Quebec and Canadian enterprises and SMEs with an identified AI use case, a budget, and no document precise enough to begin implementation.

If you are still deciding whether AI applies to you, the Stage 1 audit is the right starting point.