Responsible AI
Operationalize responsibility, scale with confidence
Helping product and tech leaders embed responsible AI practices into their operating models — turning regulation, ethics, and accountability into day-to-day product strategy and delivery.
- AI risk review & readiness (regulatory, governance, data & model risk)
- Operating model for Responsible AI (roles, rituals, decision gates)
- Lifecycle controls across features & models (evaluation, monitoring, post-market)
- Translating policies and principles into product practices for leaders & teams
- Executive briefings & board workshops
Outcomes
✔ Reduced regulatory risk and audit-ready documentation
✔ Faster go/no-go decisions on AI features
✔ Trust signals for customers, partners, and regulators
Product Strategy
From vision to outcomes, with clarity and adaptability.
Supporting product organizations in translating ambition into execution — through operating model design, portfolio alignment, and decision frameworks that connect strategy to measurable outcomes. As companies shift to continuous, product-centric rhythms, clarity and accountability become essential for focus, while flexibility enables adaptation as AI reshapes both products and the teams that build them.
- Product operating model design (decision rights, cadences, roles, tooling)
- Outcome-driven portfolio & roadmap (value, risk, capacity → measurable results)
- AI-informed strategy alignment (connecting ambition, bets, and outcomes)
- Discovery & evidence systems (insights → experiments → impact)
- Org design & leadership coaching for product leaders navigating transformation
- Strategic product reviews / due diligence for boards and execs
Outcomes
✔ Fewer priorities, sharper focus, greater results
✔ Roadmaps and portfolios tied directly to business impact
✔ Confidence in navigating the shift from projects to continuous product work
✔ A calm, high-signal operating rhythm that balances clarity with adaptability
Whether you’re scaling product leadership, aligning strategy to outcomes, or transitioning into modern product ways of working, I provide the frameworks and guidance that ensure change is not only designed but sustained.
Executive Advisory & Workshops
Sharp foresight for leaders navigating AI and product complexity.
Helping boards, executives, and senior product leaders align on the risks, opportunities, and strategic pathways of building responsible, future-proof product organizations.
- Executive briefings on AI, regulation, and product strategy
- Board- and C-suite workshops for alignment on product risks & opportunities
- Strategic scenario planning and decision frameworks
- Leadership coaching for CPOs/VPs navigating scale and complexity
Outcomes
✔ Informed, future-ready leadership decisions
✔ Alignment between business strategy and product execution
✔ Clearer governance and trust signals for investors, customers, and regulators
I help product leaders and executives cut through complexity with clarity, foresight, and momentum.
My approach bridges responsible innovation, product strategy, and executive alignment — ensuring organizations not only build the right products, but also lead with trust and vision.
Insights
Fairness ≠ Transparency: Why Policies Miss the Hardest Part of
Fairness ≠ Transparency: Why Policies Miss the Hardest Part of AI Governance
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Proactive Responsibility in AI Product Management: Integrating Legal and Ethical
Proactive Responsibility in AI Product Management: Integrating Legal and Ethical Narratives Why
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Streamlining for Growth: The Winning Formula of RevOps and Outcome-Driven
Streamlining for Growth In today’s fast-paced business landscape, the need for efficiency,
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