AI Product
HeyAssessment: AI Conversational Screening
Owned an AI screening product end to end — strategy, roadmap, and full B2B client rollout — validating impact with independent Redshift SQL analysis rather than vendor-reported numbers.
AI/MLB2B RolloutProduct Analytics
>50% higher interview conversion, +35–50% higher hire rates
Digital Health
Prescription Flow for a Pharmacy Delivery App
Built in-app prescription submission and health insurance verification from scratch for a pharmacy delivery app, partnering with Legal and Pharmacy on compliance-aware design, then led the checkout redesign and new market launch.
Regulated ProductComplianceCheckout
2,500+ Rx and OTC products live in a regulated market
Marketplaces
Platform Harmonisation Across 5 Marketplaces
Aligned five marketplaces across three countries onto a shared platform — building the single source of truth for business logic and running 15+ discovery workshops with 50+ stakeholders across Legal, Commercial, and Engineering.
PlatformStakeholder ManagementTwo-sided Marketplaces
3x revenue growth, +50% market penetration, 25% lower cost
0 → 1
Muuvto: A Zero-CO2 Logistics Marketplace
Co-founded a zero-CO2 logistics marketplace and designed its matching mechanics and two-sided flows from scratch — from first principles through launch — backed by the Lonca accelerator.
Marketplace DesignFounding TeamTwo-sided Flows
0 → 350 users in under a year
Mobile Growth
Progressive Web App with Native Push
Launched a PWA on the platform migration I'd led, unlocking free native push as a lower-cost CRM channel. Authored the solution-design and tracking concept, then ran a risk-controlled staged rollout with Engineering and CRM, monitoring stability at each step.
PWAStaged RolloutCRM
From concept to 100% of Android traffic; 2,600+ installs in two months
AI Product
CV-to-Profile: Structured Talent Data
Turned dormant uploaded CVs into a governed, structured talent-data layer — parsing CVs into editable profiles, writing screening answers back, and capturing verified signals to feed matching, recommendations, and search.
Data ModellingRecommendationsMatching
~+14% average talent-profile completeness
Digital Health
Universal Health Coverage Planning Tool for the WHO
Digitised a manual WHO tool — 150 data sheets and millions of data points across 50 programmes — into a coherent product. Set up scrum from scratch, mapped the data schema, and coordinated stakeholders across multiple countries.
MVPData MappingStakeholder Management
MVP delivered in 5 months; 100+ users in the 2022 rollout
Discovery
First Mobile App for a 1B-User PDF Platform
Discovered and validated the first dedicated mobile app opportunity for a platform serving over a billion users — in a single quarter. Ran user interviews, opportunity-solution mapping, and Van Westendorp pricing, and shipped an MVP while upskilling the team in continuous discovery.
Product Discovery0 → 1Pricing Research
Validated opportunity to MVP in one quarter; team adopted continuous discovery