Services / AI
AI Integration
Practical AI that fits into your existing stack — not science projects. I build Claude API integrations, document pipelines, and internal tools that automate the repetitive work your team does every day. The goal is measurable time savings, not a chatbot on your landing page. Available to Moroccan companies exploring AI for the first time and to European teams scaling existing workflows.
Deliverables
What You Get
Technology
The Stack
Raw SDKs over framework magic. I use LangChain when it genuinely helps and skip it when direct API calls are simpler and more debuggable.
How It Works
Process
Discovery
We identify the work that's actually repeatable and measurable. Not "add AI everywhere" — specific tasks where a model saves real hours with acceptable error rates.
Design
Prompt engineering and pipeline architecture. I iterate on prompts against your real data, not synthetic examples, and define the evaluation criteria before writing application code.
Build
Integration into your existing stack with structured outputs, error handling, and automated evals. Guardrails and fallback paths for when the model gets it wrong — because it will.
Launch & Monitor
Production deploy with cost dashboards, latency tracking, and eval regression alerts. I tune prompts and models as usage patterns emerge in the first weeks.
In Practice
Featured Project
Case study in progress
An AI integration project is underway. Details available on request.
Have a task AI could handle?
Describe the workflow and I'll tell you whether AI is the right tool — and what it would cost to find out.