Focus: AI/ML decision support UX + privacy/access control + dashboard trust
- Designed interpretability and trust cues around ML recommendations without turning the tool into a black box.
- Defined role-based views, access control expectations, and audit-friendly states for operational use.
- Delivered a usable interaction model that supports responsible adoption under real constraints.
Focus: turning ambiguity into delivery-ready outcomes + stakeholder influence
- Designed workshops that converge on goals, constraints, and measurable success criteria.
- Translated outputs into epics/features, dependencies and delivery-ready artefacts.
- Uplifted decision integrity through principles, critique norms, and decision logs.
Focus: global commerce foundation + localisation framework + brand craft at scale
- Defined a common core vs local layers model to scale multi-market commerce without fragmentation.
- Established commerce patterns for high-stakes states (stock, shipping, errors, recovery).
- Aligned brand, product, and delivery teams around a delivery-ready localisation framework.