Solutions Architect · AI/ML Strategist · Data Scientist · CxO Advisor
30+ years engineering measurable outcomes across industrial automation, financial crime prevention, and critical infrastructure. Deterministic, auditable, explainable AI systems that produce numbers you can report to a board.
Every engagement is scoped, architected, and delivered with a defined ROI target. These are not estimates — they are logged results.
Rule-based AI architecture automating AutoCAD luminaire placement for Germany's leading lighting technology group. Reduced per-plan cycle from 3–6 hours to under 2 minutes across 22 engineers.
Graph-based AML transaction monitoring, KYC/CDD automation, and forensic fraud detection across banking and fintech clients in Europe, SE Asia, and Africa.
Multi-layered Knowledge Graph integrating MCMC simulation, Bayesian inference, and entropy-based anomaly detection for large-scale transport systems optimisation.
Four deep specialisations. Each with production-grade deployments and measurable client outcomes.
Deterministic AI for precision engineering. Rule-based classifiers, GNN-driven automation, CAD-native API integration. Every output is traceable, repeatable, and ISO-aligned. No hallucinations in production drawings.
Graph-native data science for enterprise infrastructure. Neo4j knowledge graphs integrating MCMC pipelines, probabilistic inference, and cross-domain link analysis for anomaly detection, RCA, and fleet-level optimisation.
AML/KYC/CDD frameworks, forensic transaction graph analysis, AFC monitoring. Reduced fraud losses by over 90% across banking and fintech deployments. Multi-jurisdictional: MAS, BNM, GDPR, ISO 27001.
End-to-end PdM architecture from edge sensor ingestion to explainable model governance. XGBoost + SHAP + Neo4j for auditable RCA. Designed for ISO 9001 compliance and CxO reporting — not shelf-ware.
Half-day virtual session. I align on your data assets, infrastructure, and success metrics. I identify whether the engagement makes sense before we proceed.
SoW, TRD, and SAD to ISO/IEC standards. Every deliverable defined before a line of code is written. No ambiguity, no scope creep.
First ROI signals within 90–120 days. Scalable architecture from day one — not a prototype that breaks at production load.
MLOps, drift monitoring, operator training, full documentation. The system works when I leave. That is not optional.
Selective capacity for long-term engagements. CxO advisory, Solutions Architecture, Technical Lead. Hybrid/remote, EU preferred.
My AI avatar is trained on my methodology, case studies, and domain expertise. Ask it about my approach to a specific problem. It answers accurately, within defined parameters.
Concrete problem. One email. I'll tell you within 48 hours whether it's worth a call.
Germany · Remote EU · CxO · Solutions Architecture · AI/ML