Technical product builder

I build products from complex clinical and technical workflows.

I work across healthcare, applied AI and engineering to turn ambiguous problems into usable products — defining the workflow, building the prototype, testing failure modes and measuring what changed.

Healthcare workflowsApplied AIComputer visionAutomation
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Evidence from products I built

Measured outcomes, not generic product claims.

The work ranges from NHS-facing medical-device workflows to independent AI products. The common thread is turning technical complexity into something usable, testable and measurable.

8h → 3mDesign workflowAutomated a manual paediatric NIV-mask design process at Imperial.
£300 → £7Estimated unit costReduced cost through repeatable digital design and manufacturing logic.
1,800+Patient scansUsed real-world scan variation and failure analysis to improve the workflow.
3,424 / 7.8MPatients / recordsBuilt ClinicalOps around a synthetic longitudinal dataset for governed AI review.
Products I’ve built

Healthcare, AI and engineering products — shown through the problem, build and outcome.

Each case study focuses on what I personally built, how the workflow works, who it serves, what failed during testing and what measurable value it created.

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Clinical Ops
Video-to-pose / 3D movement review product

UrCoach Studio

Most coaching tools either show raw video or require expensive motion capture. This turns ordinary footage into structured movement data that a coach or user can inspect.

1 camera · 1 browser · 0 markers
Input

Video frames, pose landmarks, joint trajectories, movement phases

Workflow logic

Pose extraction, joint-angle logic, confidence handling, visual overlays, 3D pose reconstruction experiments

Output

Coach-readable movement review, pose metrics, and 3D posture interpretation

Primary users

Coaches, athletes, trainers, remote rehab users

Product value

Most coaching tools either show raw video or require expensive motion capture. This turns ordinary footage into structured movement data that a coach or user can inspect.

CV as product evidence

Experience across product systems, data workflows and applied AI.

A focused view of the systems I have built, the problems they solved, and the product value created across data-rich technical workflows.

2026 – Present

UrCoach

Founder / Full-Stack AI Product Builder
  • Building browser-based movement analysis from standard video.
  • Developing pose extraction, metrics, 3D reconstruction concepts and LLM-assisted feedback.
  • Use cases: gym training, tennis, cricket, rehab and remote coaching.
2024 – Apr 2026

Imperial College London

Research Associate / Product-Focused AI Engineer
  • Built scan-to-manufacture automation for personalized NIV masks.
  • Reduced manual design from hours to minutes and lowered device cost substantially.
  • Translated clinical and fabrication constraints into a repeatable geometry/STL workflow.
2022 – 2024

Polytechnique Montréal / Philomec

Digital Planning & Simulation Engineer
  • Built digital surgical planning workflows for orthopaedic implant decisions.
  • Connected imaging, 3D reconstruction, FEA, gait simulation and reporting.
  • Made computational outputs clearer for surgical planning and decision support.
2014 – 2021

HP Labs / SUTD / University of Auckland / Max Planck

R&D Engineer across Materials, Simulation and Manufacturing
  • Built workflows for self-assembling casts, robotic printing, thermal optimization and bone remodelling simulation.
  • Combined product design, materials, FEA, fabrication and validation.
Execution stack

Tools used to move from technical data to product-ready systems

PythonReactAPIsData PipelinesWorkflow AutomationComputer VisionApplied AIAnalyticsReporting SystemsDashboardsDecision SupportValidation LogicProduct PrototypingTechnical Documentation
Core competencies

What I bring to product and platform teams

  • Data-to-workflow and data-to-product automation.
  • Technical data processing, validation, reporting and user-ready output generation.
  • Applied AI for image, video, structured data, workflow intelligence and user feedback.
  • Decision-support products that convert complex analysis into clear actions for technical and non-technical users.