Three pillars. One coherent practice.
Whether you need an expert second opinion, a system shipped end-to-end, or your team levelled up — we structure the engagement around the outcome you need, not a fixed menu.
Expert Consultancy
Deep, hands-on engagement on the AI problems where the cost of being wrong is high and the value of getting it right is enormous.
Time-series forecasting
Univariate and multivariate forecasting with MRN ensembles, gradient-boosted models, and probabilistic neural nets — for finance, macroeconomics, demand planning, and operations.
Classification & decision systems
Calibrated, explainable classifiers for risk, churn, conversion, fraud, sports outcomes, and other binary/multi-class decisions.
Algorithmic & systematic trading
Strategy research, signal generation, walk-forward validation, execution wiring, and risk-managed live deployment.
GenAI architecture review
Independent assessment of LLM, RAG, and agentic AI initiatives — from prototype to production-readiness.
AI strategy & roadmaps
Boardroom-grade advice on where AI investment will earn its return — and where it will not.
Collaborative Systems Development
We embed with your team to build production AI systems together — versioned, monitored, CI/CD-deployed — so the capability stays with you long after we leave.
End-to-end ML pipelines
From data ingestion through feature engineering, modelling, deployment, and monitoring — built as one coherent system, not handed-off artefacts.
Cloud deployment
AWS (EC2, EBS, RDS), Cloudflare Pages and Workers, containerised services, and infrastructure-as-code where it pays back.
MLOps & CI/CD
GitHub Actions, MLflow, automated testing, and reproducible builds. If a model can't be retrained on a button press, we haven't finished.
Real-time data integration
Live wiring into Finage, OANDA, MetaTrader, FRED, internal warehouses, and bespoke APIs — with clean failure modes and replay.
Monitoring & retraining
Drift detection, alerting, and scheduled retraining built in from sprint one — so models stay calibrated as the world changes.
Inspiring Workforce Education
Tailored, evidence-based training delivered by an active researcher and 20+ year practitioner with a proven Russell Group teaching record.
Executive AI literacy
Half-day to multi-day workshops that give leadership teams the vocabulary, mental models, and decision frameworks for the AI era — without hype.
Hands-on technical bootcamps
Code-along training for analysts and engineers in Python, scikit-learn, deep learning, time-series ML, and the modern GenAI stack.
University-grade curriculum design
Drawing on the Nottingham Trent MSc Data Analytics for Business programme that Jon designed and led — adaptable to your in-house academy.
Doctoral & research supervision
6 PhDs supervised to completion. Available for industrial doctoral co-supervision and KTP-style partnerships.
Specialist seminars
Topical deep-dives on MRN ensembles, RAG architectures, agentic AI, time-series validation, and AI risk management.
Have a forecasting or classification problem that needs to work in production?
Tell us about it. First conversations are confidential, no-obligation, and usually end with a clear view of feasibility, data needs, and time-to-value.