SMCS is not an agency. It's a senior Data Scientist delivering personally — with the depth of someone who led projects at EY, Dell EMC, and major Latin American enterprises.
If you made it here, you have probably felt it: AI has never been this accessible — and turning it into results has never been this hard. A new tool ships every month, every vendor promises a revolution, and most projects die between the pilot and production. Not for lack of technology — for lack of someone who knows how to cross that gap.
I have spent about 30 years crossing gaps like that: IT, Data Science and AI programs at companies where mistakes are expensive — EY, Vale, Dell, iBest, UOL. I learned that what separates a pretty pilot from a system that runs every day is not the model; it is engineering discipline: reliable data, tests, deployment, monitoring — and someone senior answering for the result.
I created SMCS to combine that experience with what is newest: intensive use of AI agents and frontier models inside the delivery process itself. The factory I offer clients is the same one I run inside — agents build, test and review under my direction. That is why I deliver in days what used to take months, with more quality, not less.
The invitation is simple: bring the problem. In a 30-minute conversation I will tell you what AI can do about it — and what it cannot.
Founded the SMCS AI Factory: product build and hands-on delivery capability — Sofia (SaaS), agents, document intelligence and LLM automation. From problem to prototype in days, without big-team overhead.
In the EY context: managed 4 simultaneous projects — global iron ore forecasting, D2C price optimization, labor/tax analytics and model migration to Azure. Projects led as a Data Science Manager at EY, for clients such as Vale and Ultragaz.
Certified Data Scientist and senior instructor for 11 years. Delivered 250+ courses across the Americas, certifying 500+ professionals in Data Science, Big Data and Analytics.
Multi-tenant conversational agent that greets visitors, qualifies leads, verifies contact details, and routes proposals — in a single flow, no forms. It's the same agent you see in the corner of this page: Sofia handles SMCS visitors in production, 24/7.
See the product and the investment model →
Multi-agent system that finds, qualifies and reaches out to companies with the right profile for your business — in copilot mode, with human approval before any contact. It prospects for SMCS itself before prospecting for clients.
You have the problem. I deliver the solution — running in days.
Talk to Marcelo