Mouhcine Toumi is an AI Automation and Data Engineer who turns AI ambitions into production systems that give a business real leverage.
His work runs in three lanes: AI automation — LLM pipelines, retrieval-augmented generation, and agents that take over manual document and data work; data engineering — ingestion, modeling, and the quality checks that make the numbers trustworthy; and production software, from first prototype to the version customers depend on.
Recent projects include a content pipeline that turns one draft into a scheduled week of platform-native posts, a document-RAG backend that returns cited answers from a pile of PDFs, and a multi-tenant gym platform shipped to production behind CI/CD. He takes full ownership of what he builds, is candid about trade-offs, and cares most about the invariants that keep a system honest once real data flows through it.
I turn manual, semi-automated processes into systems that run on their own — reading documents, moving data, and answering the questions buried in your files.
The reliable layer underneath: ingestion, modeling, and quality checks so the numbers you act on are the right ones.
End-to-end product work, from the first prototype to the version your customers depend on every day.
Ghita Mezzour
Founder & CEO, DecisiveAI
Ex-Minister of Digital Transition, Morocco
“Mouhcine delivers. He consistently produces high-quality work on time, no matter the challenge. Independent and self-driven, he takes full ownership of projects and quickly adapts to new technologies and environments.”
Sofia Zouine
Data Manager
Leyton
“I had the pleasure of working with Mouhcine, and I can confidently say he is one of the most organized and reliable professionals I've collaborated with. As a Data Engineer and RPA Engineer, he consistently demonstrates strong technical expertise while balancing it with a structured and methodical approach to work.”
A mix of automations, data platforms, and production software. Here's what each one does, and how it holds up once real data flows through it.
Project · Content automation
I built a pipeline that turns a single draft into a full publication — a finished article, pull-quotes, quote cards, a cover, an infographic, and a social carousel — then ships it to a blog via a CI/CD pipeline and schedules it across Instagram, LinkedIn, and Pinterest. One approval up front; the rest runs on its own.
Learn more→
Project · Agent tooling
Claude Code can read a screenshot and even rough out an image in code — but both are limited, and Gemini's vision and image generation go well beyond them. They just aren't at hand in the terminal, so each project that wants them re-wires the API from scratch. I built one skill that puts Gemini's see and draw behind a single command — a gateway any agent, skill, or workflow can build on, without touching the API again.
Learn more→
Project · AI product photography
I built a pipeline that turns a handful of phone photos of a garment into a full set of studio-grade shots — flat-lays, on-model, and detail crops — in minutes, each one checked against the real product before it ships.
Learn more→Tell me what you're trying to build or fix, and I'll come back with whether I can help and what a first step looks like. No pitch deck, no pressure.
Connect on LinkedInI read every message myself and reply within 2 working days.
