Areas of Expertise

AI Governance & Assurance

Designing practical governance systems for AI and ML products, including: • governance architecture and decision rights • documentation and transparency processes • risk assessment frameworks • scalable model oversight structures • process design for compliance without bureaucracy Approach: neutral, technical, and grounded in economic reasoning.

Decision Systems & Decision Architecture

Helping organizations build clear structures for high-stakes decisions: • decision maps and logic frameworks • structured thinking methodologies • escalation, review, and feedback loops • process clarity for ambiguous or complex environments • integrating human judgment with analytical tools Outcome: durable decision processes that scale beyond individuals.

Pricing & Strategy Frameworks

Focused on framework design, not operational pricing analytics or: • pricing architecture and logic • value-based pricing processes • analytical strategy frameworks • scenario design & structured evaluation methods Designed for organizations that want repeatable logic, not one-off pricing recommendations.

Forecasting & Economic Modelling

Credibility-enhancing and complementary: • model design & validation logic • forecasting frameworks • policy or market analysis structures Useful for clients needing analytical rigor embedded into governance or strategy work.