A Decade of Engineering. One Mission.
Opulion exists because the gap between an ML demo and a production system is where most projects die. We close that gap.
Mostafa Dhouib
Founder & ML Engineer
I'm Mostafa. I've spent over a decade building production systems across defense, energy, manufacturing, healthcare, and financial services. I've worked with enterprises of all sizes — from startups to Fortune 500 — and learned that the gap between an ML demo and a production system is where most projects die. Opulion exists to close that gap.
I started coding as a teenager and never stopped. Over the years, I've worked with high-caliber clients across industries, building systems with diverse tech stacks — from real-time data pipelines to edge inference on custom hardware. That breadth is what makes Opulion different: we don't just know ML, we know how to make it work inside complex, real-world systems.
I founded Opulion in January 2025 because I kept seeing the same pattern: companies spending hundreds of thousands on ML teams, building impressive demos, and then watching everything fall apart in production. The problem was never the models. It was the engineering around them.
Today, Opulion is at max capacity — serving 7+ enterprise clients across 13+ industries and 6+ countries. Our systems run on edge hardware in extreme environments, predict equipment failures before they happen, and automate quality inspection at production speed. I'm based in Tangier, Morocco — 14km from Spain, CET timezone — building the kind of ML consultancy I wish existed when I was on the other side of the table.
The Path Here
Started coding as a teenager. Self-taught. Relentless.
First production systems. Learned what it takes to ship real software.
Worked across defense, energy, and manufacturing. Built systems that run in harsh, unforgiving environments.
Deep dive into ML/AI. Moved from classical engineering into machine learning and edge inference.
Full-time ML engineering across healthcare, fintech, and industrial automation. Production deployments, not prototypes.
Founded Opulion in January. First enterprise client within weeks.
At max capacity. 7+ enterprise clients across 13+ industries and 6+ countries.
How I Think About ML
“If a human does it more than twice, a machine should do it.”
Automation isn't optional. It's the default.
“Deploy or die — notebooks are not products.”
A model that doesn't run in production is a science experiment.
“Constraints are features, not bugs.”
Edge hardware limits, noisy environments, regulatory requirements — they make the solution better.
Track Record
- Decade+ of production software engineering across diverse tech stacks
- Cross-industry ML deployments: defense, energy, manufacturing, healthcare, financial services
- Full-stack ML: from data engineering to production deployment
- Edge AI specialist: Jetson, Coral, custom silicon
- Trusted by high-caliber enterprise clients globally — from startups to Fortune 500
- Based in Tangier, Morocco — CET timezone, 14km from Europe
Find out if we're the
right fit for your challenge.
Tell us about your challenge. Mostafa will personally review it and respond within 24 hours with an honest assessment — what's achievable, what's not, and what it would take. No pitch, no pressure, no sales reps.