For IT firms and agencies

My expertise, serving your clients

Your clients ask for AI, agents, automation. Your teams already ship a lot. I come in to complement them, under your lead, and I leave the know-how with you when I go.

What I commit to, and what I will not do

  1. I do not take your territory

    Your client stays yours. I work within your contract, your rituals and your contacts, and I do not pitch to your clients.

  2. I bring what you lack

    Operational AI, agents, RAG, OCR, local models, agentic engineering for developers: the rare skill that unblocks a project or strengthens a tender response.

  3. I train your teams

    Workshops and hands-on sessions on your own repositories, so your developers keep the method after I leave.

How we can work together

  • Reinforcement on a client project

    I join the project team for a specific phase: AI scoping, architecture, pilot, production rollout.

  • Pre-sales and scoping

    I help you qualify an AI need, price an option and write what is promised, without overselling.

  • Training your developers

    An agentic engineering course: rules written for agents, skills, workflows, verification, data security.

What I already do in this setting

A large share of my projects has run in this setting, with several partners: embedded in a partner’s team or reinforcing it under its lead, for its end clients.

  • An after-sales automation in production for a medical-device distributor
  • A mobile app and its back office for a training method
  • A document-reading benchmark under health-data constraints
  • The software of safety masts for railway maintenance

I also design agentic engineering courses for developers. Each case study names the end client; the engagement setting sits in its fact sheet.

Read the case studies

A client, a need, a missing skill?

Let’s talk about the project and the setting. I will tell you quickly whether I am the right person.

contact@mc-stud.io