The problem
Your generative AI proofs of concept are not reaching production: security or data questions are blocking the projects. Or AI workloads are already running, with no tracking of their costs or of the quality of their answers.
What I do
- I assess your platform from an AI perspective: identity and access to models, private networking, data governance, integration with your systems through APIs and MCP.
- I design RAG agents and connect them to your tools through MCP or n8n.
- I set up the governance of AI services: access controlled by policies, models deployed on Microsoft Foundry or Gemini Enterprise Agent Platform.
- I make the agents operable: identity, private networking, secrets management, tracking of costs and answer quality, operational runbooks.
Possible formats and deliverables
AI readiness assessment10 working days
- How ready your platform is.
- 2 or 3 realistic use cases, prioritised.
- A target architecture.
- A monitoring setup: cost and drift indicators, alert thresholds, recommended tools.
- The path from proof of concept to production.
AI industrialisation
- A secure service (identity, private networking, secrets management), observable and with costs under control.
- Its integration with your systems.
- Its operational runbooks.
My stance
AI starts with the platform: identity, networking, data governance and cost control decide whether an AI project succeeds, long before the choice of model.
Track record
- Three generative AI agents in production in a large international retail group:
- a RAG agent that searches more than 6,000 IT contracts and answers in about a minute instead of several hours;
- an n8n agent that helps incident managers outside business hours;
- an agent for the platform’s users, with support requests down 30% in two years.
- Access to AI services controlled by policies; models on Microsoft Foundry and Gemini Enterprise Agent Platform; n8n agents in Docker on GKE.
- AI Champion of the Infrastructure department: weekly sessions with the development teams on coding assistants (Gemini Code Assist).