Analytics review
Independent review of data, metrics, model assumptions, validation, and reporting so teams know where confidence is justified.
Machine learning, data science, and practical AI
Stochastic Consulting
Independent technical consulting for teams that need better forecasts, sharper analytics, and reliable automation from complex data.
What we help with
From analytical uncertainty to operational decisions.
We help organizations assess modelling opportunities, validate assumptions, build machine learning workflows, and turn technical prototypes into systems that can be used with confidence.
Services
Focused technical support where data quality, modelling, and delivery meet.
Predictive modelling
Forecasting, classification, scoring, risk modelling, and segmentation work grounded in measurable business decisions.
Production machine learning
Practical paths from experiment to production, including data pipelines, monitoring, retraining, and maintainable handover.
AI automation
Careful use of modern AI and language models for workflows where reliability, auditability, and cost control matter.
Approach
Senior technical work without theatre.
The work starts with the decision you need to improve, then moves through data reality, model choice, validation, and delivery. The goal is not a novelty demo. It is a defensible result that can be explained, operated, and improved.
- Clear problem framing before tooling choices.
- Model validation that reflects how the system will be used.
- Simple deployment paths that teams can maintain.
Contact
Tell us what you are trying to predict, automate, or measure.
Share the business decision, the data you have, and what a useful first outcome would look like.
philip@stochastic-consulting.com