AI transformation that survives contact with reality
Led transformation across product portfolios, operations, and regulated environments — with a focus on workflow redesign, automation, and turning ambiguous business goals into executable product work.
Transformation that survives contact with reality requires someone who can hold both the ambition and the constraint at the same time. I've done it across 6 countries, 25+ products, and some very sceptical legal and compliance teams.
Transformation track record
Leyton R&D
2019–2021- Led enterprise-wide digital transformation across 6 countries and 3 continents — 30-person cross-functional team, 25+ live digital products
- Mapped and redesigned end-to-end business processes across sales, consulting, QA, and operations
- Implemented AI/ML-assisted workflow solutions that materially reduced manual processing overhead
- Automated R&D tax claim workflows using AI/ML tooling, increasing claim throughput globally
- Advised C-suite directly on digital transformation strategy
Patrianna
2023–Present- Designed and implemented AI workflow integration across product operations — mapping LLM-based automation opportunities
- Led compliance product delivery across KYC, GDPR/ePrivacy, SDK governance, and geolocation
- Established product KPI frameworks tracking full feature lifecycle from discovery through post-release iteration
Netguru / Moove
2022–2023- Built and shipped AI-assisted self-onboarding platform across 9 markets and 3 continents
- Saved $100k+ in operational costs over 6 months
- Reduced onboarding time 30% through structured A/B testing across fintech clients
SaturnF1 / Tamedocs
2021–2022- Acted as CPO for a health insurtech startup (built via the SaturnF1 incubator) — a consent-based medical data platform giving insurers structured access to patient records to speed up underwriting without GP involvement
- Validated the product with 20+ UK insurers, secured 5 partnership agreements, and advanced the product to build stage
IBM iX
2017–2019- Managed delivery across 30+ Salesforce projects in EMEA — from £20k to £7m transformation programmes
- Automated 10+ internal QA processes; delivered Agile training to 200+ EMEA consultants
What I bring to transformation
Relevant projects and concepts
Leyton Transformation
25+ product portfolio transformation across 6 countries with AI/ML-assisted automation.
Moove Onboarding
Self-onboarding platform across 9 markets saving $100k+ in 6 months.
Patrianna AI Integration
AI workflow integration with compliance delivery across KYC, GDPR, SDK governance.
Debrief Me
Independent product concept exploring structured debrief methodology as a tool.
Move to Bulgaria
Exploratory MVP addressing relocation complexity through structured product thinking.
Looking for transformation product leadership?
10+ years driving AI integration and digital transformation across regulated industries.