10+ years shipping data and AI products in ed-tech, fintech, and B2B. I close the gap between discovery and delivery — turning user research and data signals into shipped features with measurable outcomes. Recent highlights: LLM content pipelines saving €500K/y and a 360° Learner Profile that drove +10% DAUs at Babbel.
LLM + Knowledge Tracing engine adapts lesson difficulty in real time. Automated pipeline generates 20K+ items/day across 18 languages.
Unified Learner Data Model for real-time CRM segmentation and in-app personalisation. Dynamic pipeline generating 50M+ daily events.
Data contracts (schemas, SLAs, quality checks) between producers and consumers. Automated DQ monitors with alerting and runbooks.
20+ merchant interviews across 4 countries. Unified product catalogue roadmap; discovery artefacts adopted as company-wide delivery blueprint.
Product strategy for NBA platform at CIS's largest retail bank. 120+ business and UX requirements; facilitated cross-team user research sprints.
Established region's first Digital Lab. Delivered SME online-bank MVP in <9 months. B2B marketplace onboarding 1000+ clients.
Storyboarding & comics · Triathlon (2× Ironman) · Tennis · Piano · Sci-fi & economics books
10+ years shipping data and AI products in ed-tech, fintech, and B2B. I close the gap between discovery and delivery — turning user research and data signals into shipped features with measurable outcomes. Recent highlights: LLM content pipelines saving €500K/y and a 360° Learner Profile that drove +10% DAUs at Babbel.
LLM + Knowledge Tracing engine adapts lesson difficulty in real time. Automated pipeline generates 20K+ items/day across 18 languages.
Unified Learner Data Model for real-time CRM segmentation and in-app personalisation. Dynamic pipeline generating 50M+ daily events.
Data contracts (schemas, SLAs, quality checks) between producers and consumers. Automated DQ monitors with alerting and runbooks.
20+ merchant interviews across 4 countries. Unified product catalogue roadmap; discovery artefacts adopted as company-wide delivery blueprint.
Product strategy for NBA platform at CIS's largest retail bank. 120+ business and UX requirements; facilitated cross-team user research sprints.
Established region's first Digital Lab. Delivered SME online-bank MVP in <9 months. B2B marketplace onboarding 1000+ clients.
Storyboarding & comics · Triathlon (2× Ironman) · Tennis · Piano · Sci-fi & economics books