Services / AI + Data
I work directly with teams that need to turn data, machine learning or generative AI into a useful business capability. The engagement can be a small diagnostic, a focused build, an architecture review or ongoing senior support.
Discuss your use case →
DIRECT DELIVERY
Strategy → build → production
$5.84M+
business value influenced
targeting, recommendations, optimization and AI automation
15+
people mentored
Data Science and Data Analyst teams
10+
industry contexts
including automotive, telco, banking, insurance, ecommerce and forestry
What you can hire me for
From hypothesis to production capability.
Build a focused ML or GenAI capability around a real business outcome: recommendation, prediction, classification, RAG, conversational AI or automation.
Make the data layer dependable enough to build on.
Design or repair ETL, analytical data models, cloud pipelines, GIS workflows, dashboards and operational data collection systems.
Decide what should be built before building it.
Architecture reviews for AI systems, RAG applications, recommendation platforms, model-serving workflows and the surrounding data infrastructure.
Turn questions into measurable decisions.
KPI design, behavioral analysis, experimentation, segmentation, forecasting, dashboards and insight workflows that help business teams act.
Engagement design
A bounded investigation when the problem, data quality or ROI is still uncertain.
A focused production-oriented capability with a clear definition of done.
Senior execution and architecture support without adding a full-time specialist immediately.
Independent review of an existing data, ML or GenAI architecture before a major investment.
Typical flow
Frame the business outcome
Inspect data and constraints
Choose the simplest viable approach
Prototype and evaluate
Productionize the useful part
Measure and iterate
I am comfortable being hands-on in Python, SQL, cloud data systems and ML/AI while also communicating architecture, trade-offs and business implications to non-specialists.
The first conversation does not need a perfect specification. A business goal and the current constraint are enough to start.
Book a discovery call
