AI Services

From your business need to a production-ready AI system

I design, integrate and productionize GenAI, RAG, agentic and Machine Learning systems, on AWS as well as in your private or isolated infrastructure.

  1. Scope

    Need · data · constraints

  2. Build

    Models · RAG · agents · APIs

  3. Deploy

    Cloud · on-premise · CI/CD

  4. Operate

    Evaluate · observe · optimize

Design

GenAI, RAG & AI Agents

Grounded assistants, agentic workflows and tool-enabled automations, with action control.

  • Hybrid RAG
  • Tool calling & MCP
  • Guardrails & validation
Integrate

Architecture & AI Engineering

From technical scoping to robust APIs, integrated with your data, tools and internal services.

  • Target architecture
  • Python & FastAPI
  • APIs & system connectors
Serve

LLM Serving & Sovereign AI

Open-weight models optimized on GPU, in private cloud or fully isolated environments.

  • vLLM & H100
  • Quantization & caching
  • On-premise & air-gapped
Productionize

AWS, MLOps & LLMOps

Reproducible environments, automated deployments and observable operations.

  • Bedrock & ECS
  • Terraform & Docker
  • CI/CD & CloudWatch
Reliability

Evaluation, Security & Observability

Quality, security and performance tracked throughout the full lifecycle.

  • Factuality & benchmarks
  • Load & latency
  • Traceability & monitoring
Predict

Machine Learning & Data

Predictive models and analytics tools that turn data into concrete decisions.

  • Scikit-learn & XGBoost
  • Pandas & SQL
  • Streamlit & Power BI

Selected production results

0.95 Recall@7 on a production compliance RAG system
1.8× throughput on vLLM serving, with 40% lower inference cost at constant latency
Under one hour to provision a complete AWS environment

Pricing & terms

A clear framework, from scoping to production.

A reference daily rate and a scope agreed upfront, for a targeted assignment, team reinforcement or an end-to-end project.

2× AWS Certified · Cloud & on-premise · Paris and remote

Reference daily rate

550 € excl. VAT / day

From scoping to production.

Let’s discuss your project View my work

Targeted assignment · Team reinforcement · End-to-end project

Working arrangements

  • Scope, workload and deliverables agreed upfront
  • Remote, hybrid or on-site
  • Cloud, private infrastructure or isolated environment
  • Travel outside the Paris region quoted separately

Total budget defined by quote based on the agreed number of days. Documentation and technical deliverables included in the scope.