AI CoE · Team + TCS delivery partnership
MAAH / 01 AI Development Manager · SKF
Applied AI.
In production.
I lead AI teams delivering SKF's first customer-facing GenAI assistant and product optimization in engineering software. With Sferical AI, I lead sovereign open-model evaluation and deployment planning for sensitive workloads.
AI strategyApplied researchProduct deliverySovereign AI
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Career record · CV reviewed 8 October 2026
The background behind the systems.
Download the dated CV (PDF) Read the CV onlineAI Development Manager & Senior AI Specialist
SKF · AI Innovation & Enablement, AI Center of Excellence. Leads four direct reports across the Netherlands and Sweden.
Senior AI Specialist & Team Lead
SKF · GenAI delivery, solution architecture, evaluation, and governance.
AI Specialist
SKF · Optimization, forecasting, and AI systems in engineering software.
Research Intern
SKF GmbH & Politecnico di Torino · Robotic gearbox condition monitoring.
Education · Politecnico di Torino
2018–2020 · M.Sc. Mechatronics Engineering
2015–2018 · B.Sc. Mechanical Engineering
01 / Selected systems
Work with a job to do.
From AI strategy and applied research to delivered products and ongoing evaluation. Each example makes its maturity clear: delivered, MVP, PoC, or planning.
Industrial AI · MVPs + PoCs
AI Innovation & Research
MVP delivered · R&D Library remains a scoped PoCVirtual Testing reached maintenance/support with approximately 1,000 historical reports indexed; one user reported saving 2-3 hours on one retrieval task. Expert Knowledge remains a pilot; the permission-aware R&D Library is a PoC with 290 PDFs in the accessible test subset.Read the case noteCustomer + engineering systems · Delivered
AI Product Delivery
Customer-facing GenAI assistant delivered · AI optimization deployed in engineering softwareDelivered SKF's first customer-facing multi-agent technical assistant and recommendation/optimization in engineering software. Applied work also includes RAG monitoring and evaluation, with reusable patterns for ingestion, retrieval, tool routing, evaluation, and latency/cost controls. Current Product Assistant support is coordinated with AI Products, which retains product ownership.Read the case noteEvaluation and deployment planning ongoing · Sferical AI
Sovereign AI
Sovereign open-model evaluation · local GPU and runtime optionsWith Sferical AI, I evaluated local GPU-cluster options in Sweden, including NVIDIA 300-series GPU racks and NVIDIA Run:ai, for sovereign and high-confidentiality workloads. This work remains evaluation and deployment planning; it is not a completed production rollout.Read the case note02 / Ask the archive
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Built outside work
Personal projects.
Ideas I build and explore in my own time.
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