AI Consulting · Machine learning · Madrid
Artificial intelligence consulting in Madrid
I help companies in Madrid make informed decisions about machine learning and AI: what problem is worth solving with a model, what data is needed, how to evaluate whether the result is reliable and how to take it to production without it breaking.
Before training a model
Most ML projects fail before they start: a poorly defined goal, insufficient data or a metric that does not measure what matters. The engagement starts with an honest diagnosis — what makes sense to tackle with ML, what does not, and what needs to be in place before writing a line of code.
Auditing existing models
If you already have a model working or half-working, I can review it: I look for data leakage, optimistic metrics, badly chosen thresholds and deployment problems. The report says what to fix in order of impact, no hedging.
Technical roadmap
Once the problem is clear, I design the technical architecture: what data pipeline, what type of model, how to validate without inflating results, how to serve predictions and how to monitor drift when data changes.
No hype, no overselling
Sometimes the answer is that you do not need an LLM, or that the simplest model wins. I tell you what actually moves the needle for your case, even if it is not the most expensive answer.
Have an ML or AI project you want to start right?
Write to me with what you have: a problem, a dataset, a model that is not quite working. Free first call to see if it makes sense to work together.
Start a projectFAQ
What types of companies hire AI consulting in Madrid?
Mainly companies that already have data and want to know if they can extract value from it with ML, startups that want to make sure they are attacking the right problem before investing, and product teams that have a model and are not sure whether it actually works.
How much does AI consulting cost?
A half-day diagnostic session (4h) to define the problem and feasibility starts at €400. A full model audit with a written report is between €800 and €1,500 depending on complexity. The technical roadmap is quoted by scope. Free first call.
Can I hire consulting without having data yet?
Yes. In fact it is the best time to talk: before collecting data it is worth defining what data you need, in what format and with what labels. It saves months of misdirected work.
Do you only consult or also implement?
Both. Consulting can be standalone (diagnosis + report) or followed by implementation: data pipeline, model, inference API and monitoring. It depends on what the client needs.
What is the difference between AI consulting and hiring a data scientist?
An embedded data scientist works in the team's day-to-day. Consulting is punctual: it comes in, reviews, designs and delivers. It is more useful for setting direction, auditing what already exists or unblocking a stuck project than for ongoing production work.