AI Automation & Agent Systems

My AI work is built around practical systems, not isolated demos: agent orchestration, dynamic model routing, automation workflows, and production-ready infrastructure that supports real use cases.

Overview

I design multi-agent AI workflows, orchestration layers, and automation pipelines that connect LLMs, APIs, messaging, and production infrastructure.

AI systems designed for repeatable execution rather than one-off prototypes
Faster experimentation with model fallback, orchestration, and tool-calling patterns
Automation pipelines that support content, operations, and future product ideas

Focus areas

Multi-agent AI architecture combining OpenClaw, Telegram, and LLM APIs
Automation workflows for content generation, task orchestration, and API integrations
Dynamic routing across NVIDIA NIM, OpenAI, Anthropic, local models, and external APIs
Production infrastructure with Docker, VPS, Nginx, monitoring, and reliability constraints

Relevant experience

Personal Lab

01/2026 - Present

Building a personal AI Operating System with specialized agents, centralized orchestration, and scalable automation pipelines.

Matthieu Pesesse ecosystem

Current

Applying AI, automation, and content workflows to websites, assistants, media pipelines, and operational experimentation.

25+ years of prior operations

Background

Grounding AI systems in real operational constraints such as latency, cost, reliability, supportability, and user adoption.

Core stack & environments

OpenClawTelegramOpenAIAnthropicNVIDIA NIMDockerNginx

Business impact

AI systems designed for repeatable execution rather than one-off prototypes
Faster experimentation with model fallback, orchestration, and tool-calling patterns
Automation pipelines that support content, operations, and future product ideas

Engagement options

  • AI Discovery Workshop (1-2 weeks): from EUR 2,500
  • Pilot agent or workflow build (6-12 weeks): from EUR 8,000
  • AI Ops retainer: EUR 4,500 per month

Frequently asked questions

What does an AI automation engagement with Matthieu Pesesse look like?
Engagements typically begin with an AI Discovery Workshop (1-2 weeks) to map opportunities and define success metrics, followed by a pilot agent or workflow (6-12 weeks) deployed on production infrastructure. Long-term retainers cover orchestration, prompt iteration, and reliability monitoring.
How much does AI automation cost?
An AI Discovery Workshop starts at EUR 2,500. A focused pilot agent build typically runs EUR 8,000-15,000. Ongoing AI ops retainers start at EUR 4,500/month. Final pricing depends on integrations, model choice, and reliability requirements.
Which LLM providers and frameworks does Matthieu Pesesse use?
Matthieu Pesesse deploys on OpenAI GPT-class models, Anthropic Claude, NVIDIA NIM for on-premises GPU inference, OpenClaw for multi-agent orchestration, and n8n for workflow automation. Selection is driven by latency, cost, data-residency, and capability requirements rather than vendor preference.
Can the AI run on-premises or in EU data centres?
Yes. Matthieu Pesesse supports fully on-premises deployment via NVIDIA NIM and open-weight models (Llama, Mistral, custom fine-tunes), as well as EU-hosted cloud inference for organizations with GDPR or sector-specific data-residency requirements.
What types of workflows are good candidates for AI automation?
High-volume, rules-light, decision-bounded processes — document classification and extraction, customer support triage, content generation pipelines, internal Q&A on private corpora, code-assistance agents, and multi-step research tasks. Hard-rule deterministic processes are usually better automated without LLMs.
How is reliability monitored once an AI agent is in production?
Each engagement ships with structured observability: input/output logging, eval harnesses on golden datasets, drift detection, and human-in-the-loop escalation paths for low-confidence outputs. Monthly reviews adjust prompts, model selection, and retrieval pipelines.

Ready to create something amazing together?

Let's discuss how I can help bring your vision to life through strategic design that delivers tangible results for your business.

AI Automation & Agent Systems | Matthieu Pesesse