AI Product & Technology Leader

Helping teams ship reliable, compliant AI systems for real innovation

Case Studies.

Real-time ML inference in Production (Healthcare)

Challenge: Error-state downtime, latency, explainability and model drift on high volume streaming time-series data

What I led: Next-gen model design, MLOps hardening, on-AWS deployment

Outcome: >95% reduction in downtime; improved accuracy & speed; stable 24/7 ops

AI assistant for long-term care

Role: Architect & Tech Lead; part-time PO (agile/lean); team across FE/BE/DevOps/ML/UX

Challenge: Build an agentic, personalised AI assistant for persons with intellectual disabilities and/or dementia

Result: Scalable app on AWS; authentication and load balancing in place; substantial pre-sales ahead of launch

AI Governance & Compliance

Context: ISO 42001 (AI management system) toward EU AI Act readiness for high-risk ML and AI applications

My contribution: Technical content/evidence generation, validation approaches, data/process documentation

Outcome: Successful certification as part of a cross-functional team

What I can offer.

Head of AI / Fractional CTO

Stand up or upgrade your AI product org: hiring plan, architecture, build/buy decisions, vendor selection

Production ML & MLOps

From POC to scalable, monitored systems (observability, rollback, CI/CD, cost control)

Roadmap & Architecture

Translate business goals into realistic milestones, build the architecture, and lead the delivery

AI Governance & Compliance

ISO 42001 content/evidence prep, model risk management, data governance, documentation

About me.

I’m Tim Hulshof (PhD Mathematics). I lead cross-functional teams to ship reliable, compliant AI products. I’ve worked with healthcare and public-sector leaders, contributed to ISO 42001 certification, and built production ML on AWS and Azure. I enjoy aligning exec strategy with solid engineering so teams ship faster—with fewer surprises.