Head of AWS Applied AI Solutions across APJ and EMEA. Two decades building decision systems for supply chain, global retail pricing and delivery speed, and leading the architects, scientists and engineers who put them into production.
I lead Applied AI from strategy to production for global enterprises: the product direction, the architecture, the teams and the operating model that turn decision systems into running operations.
The work spans three vantage points: econometric systems behind global retail pricing and delivery speed decisions at Amazon, agentic supply chain planning with Amazon Connect Decisions at AWS, and AI decision platforms for the Fortune 1000 at Aera Technology.
I stay close to both the code and the customer. I set direction, lead teams, run the technical decision, and build the missing pipelines, validators, benchmarks and grounded LLM applications when the product needs them.
PRODUCT STRATEGY · ARCHITECTURE · FIELD DEPLOYMENT · OPERATING SCALE
The agent below runs live on a managed LLM, grounded in a private skill file and served through a serverless API. Ask about leadership scope, product strategy, technical depth or the systems I have built. The answers come from the record, not a fixed script.
120,000 requests on Inferentia2 and A10G. The latency and reliability result held. The throughput and cost claim did not, so it was withdrawn.
Read what survived the auditA live consumer AI app: a Bedrock backed engine generates adaptive test questions with trap distractors, automatic scoring and progress dashboards.
AI native building services engineering: a CAD and DXF geometry parser, a plumbing code rule engine and automated drawing generation.
A working model is one layer. Deployment is the method that makes it grounded, connected and repeatable.
9 minute read
What the organisation declares, what the system derives, and who owns the result.
8 minute read
The latency result held. The economics claim did not. The audit records both.
8 minute readSet the direction. Stay close to the code. Put the system in front of customers. Then build the organisation that can repeat it at global scale.
Owns the path from product strategy and architecture through operating mechanisms, field deployment and measurable business outcomes.
Builds the pipelines, validators, benchmarks and grounded applications that fill product gaps, then carries the same work into executive decisions.
Built and led across APJ, EMEA and the Americas: a global org from 4 to 130+, three greenfield offices and enterprise systems operating every day.