15+ years across SaaS, enterprise, marketplace, B2B and B2C environments.

Consistent focus across all roles: structuring complex products and clarifying product logic in systems with multiple roles, workflows and decision layers.

In practice, this means entering situations where requirements exist, but the system logic is still unclear.

I transform fragmented stakeholder input into structured product models — roles, states, permissions, workflows and governance rules — creating a clear implementation foundation for engineering teams.

My work sits at the intersection of product management, business analysis and UX architecture. I align business goals, UX logic, data constraints and engineering realities so teams can move forward with clarity instead of interpretation.

In recent years, this work increasingly involves AI-driven features and data-intensive systems, where clear product logic, decision rules and governance become critical for reliable product behaviour.

Result: reduced ambiguity, fewer requirement conflicts, and more predictable delivery in complex products.

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Competencies

Product Definition & Architecture
Structuring product logic — roles, states, permissions, workflows and governance rules — into a coherent product model that engineering teams can reliably implement.

Requirements Engineering
Translating fragmented stakeholder input into structured PRDs, decision logic and implementation-ready requirements aligned with engineering constraints.

UX Architecture
Designing interaction logic for multi-role systems where workflows, states and rules define product behaviour — not visual styling.

Stakeholder Alignment
Creating shared vocabulary and unified product models across business, design and engineering to eliminate conflicting interpretations.

Decision Frameworks & Governance
Defining rules, ownership boundaries, validation criteria and “source of truth” conventions that keep complexity manageable as products scale.

Risk & Complexity Management
Identifying structural conflicts and logical gaps early — before they become engineering blockers or costly redesign.