Practice Engineering

The system that turns AI usage
into activable practices.

Organize, connect and bring your organization's know-how to life. What was scattered becomes structured, manageable and transferable.

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Your existing tools stay.
Your know-how is finally captured.

The system plugs into the chatbots you already use or your internal agents without changing your workflow. It simply adds the capitalization layer that was missing from your AI strategy.

Marylink starts with what you have,
even what you don't know you have.

Most AI projects fail because they try to structure everything from day one. Marylink starts with what already works.

1

Auto-construction

Marylink auto-builds resources from what already exists: documents, prompts, in-house methods. No need to define everything before getting started.

2

Adoption

Your users adopt these resources day-to-day, adjusting and enriching them. What truly matters emerges naturally.

3

Virtuous cycle

Marylink learns from usage. Tacit know-how gets captured along the way. Improvements spread organization-wide.

The more you use Marylink, the more your organization learns.

Know-how walks out the door when people leave? Not anymore. The collective lifts the individual, who lifts the collective.

From monolithic discussions
to activable blocks.

Marylink splits elements into reusable, recombinable blocks. You reuse faster and update more cleanly.

Before

Monolithic discussions and opaque logic.

Marylink

Activable blocks and readable structure.

The CREW Model

Four dimensions Marylink addresses together for end-to-end governance.

DimensionRoleComponents
ConceptsThe atomic blocksIntent, content, rule, style…
RolesWho does whatAuthor, expert, reviewer, user…
EnvironmentsBusiness spaceWhere the practice is published, tested, validated.
WorkflowsThe structureThe steps that organize execution.

Local improvement,
global progress.

The real value isn't just in reuse, but in the instant propagation of changes across your entire organization.

Centralized updates Change a block, it updates everywhere it's used.
Full versioning Keep the history and roll back with one click if needed.
Use: Sales
Use: Support

Instant Propagation

Three structural benefits.
Plus one cross-cutting lever.

Enriched capital

Every use feeds the capital: prompts, methods, styles. When someone leaves, their tools stay.

Augmented experience

Work in your favorite AI with configured in-house tools. A new hire is operational within hours.

Sovereignty

Your know-how stays yours, independent of the model. Everything is traceable, explainable and auditable.

Cross-cutting Lever

Your own value proposition.

Marylink becomes your own product: white-label, custom extensions. For consulting firms, it's the move from service delivery to product.

04 Ownership

Tools change.
Know-how must remain.

Marylink decouples know-how from models. Thanks to MCP, you can switch providers tomorrow without losing your assets.

Your practices live with you.
Not at your current AI provider.

Portability

Model-agnostic

Compliance

AI Act ready

See Marylink in action
on one of your real cases.

In 30 minutes, we plug into your existing AI and show you what Marylink builds on the first pass. Not an abstract promise. Yours.