Expertise
AI + Design Thinking for enterprise impact
A practical approach to reimagining processes and products—combining design thinking with modern AI to move from opportunity to measurable outcomes.
How I work
From problem framing to shipped value
Design thinking provides the structure to discover the right problems; AI provides leverage to solve them faster and at scale. I help teams connect strategy, data, and delivery.
Opportunity framing
Clarify the business outcome, constraints, stakeholders, and decision points—then translate into testable hypotheses.
Human-centered discovery
Map journeys, pain points, and moments of truth across functions (operations, IT, product, finance) to surface high-leverage use cases.
AI solution design
Select the right AI pattern (prediction, optimization, retrieval, automation) and define data, governance, and evaluation upfront.
Pilot to scale
Run fast experiments, prove value, then industrialize with operating model, change management, and product metrics.
Where AI + design thinking delivers
Common enterprise scenarios where a structured discovery process and AI execution unlock measurable improvements.
Process reimagination
Redesign workflows end-to-end and automate decisions where it matters—without breaking controls.
Decision intelligence
Improve planning and execution with better signals, scenario analysis, and explainable recommendations.
Product-led platforms
Turn internal capabilities into reusable products—APIs, copilots, and analytics that scale across teams.
Change that sticks
Embed adoption through roles, rituals, and metrics—so pilots become durable operating improvements.
Engagement model
A repeatable 4-step sprint
A lightweight structure for moving from ambiguity to a validated roadmap and a build-ready pilot.
1) Define outcomes
Align on the business metric, baseline, and decision owners. Identify constraints (systems, compliance, timelines).
2) Discover & map
Run stakeholder interviews and process mapping to pinpoint friction, handoffs, and data gaps.
3) Prototype & evaluate
Design the AI workflow and success criteria. Validate with rapid prototypes and a clear evaluation plan.
4) Deliver the pilot plan
Produce a build plan: architecture, data readiness, governance, change plan, and a value case for scale.