Case Studies
Outcome-driven transformations
Each of these engagements reflects responsibilities I owned directly—combining product strategy with hands-on architecture work to create measurable business value.
AutoKon Pte. Ltd. | B2B AI Construction Technology
AI-powered quality control across construction sites
Mandated to prove that computer vision could work within rugged site conditions while accelerating handover accuracy.
Results owned
- Automated defect detection workflows that reduced manual checks during handovers.
- Shadow deployments that aligned AI insights with superintendent decision making.
- Computer vision pipeline optimised for variable lighting and bandwidth constraints.
Wool | B2B Mental Health Platform
Secure mental health platform for enterprise partners
Scaled a mental health SaaS that needed clinical rigour, enterprise readiness, and defensible data practices.
Results owned
- Web-based Enneagram assessment delivering 100% scoring accuracy and 90% time savings.
- End-to-end encrypted messaging satisfying HIPAA-style governance expectations.
- Dynamic Mental Health Points unlocked $20K in new revenue through a state-owned partner.
DoCheck | SaaS Productivity Platform
Productivity SaaS with AI-first task planning
Led the company through a pandemic-era pivot while building an AI-augmented productivity platform for Indonesia.
Results owned
- ML-powered task prioritisation raised completion rates by 25%.
- FinOps playbooks cut AWS spend by 20% within three months.
- Pivot to productivity apps grew monthly active users by 37% in the first quarter.