About

Commercial systems, partnerships and practical AI workflows.

I work across brand, marketing, partnerships, account management and commercial strategy, with a focus on practical systems that improve preparation, review, execution and follow-through.

This site collects selected operating systems and workflow designs that show how AI can support commercial work without replacing judgement, accountability or context.

Practice areas

Commercial judgement, operating discipline and practical AI-enabled execution.

Brand & marketing

Positioning, narrative, campaign thinking and commercial communication.

Partnerships

Partner context, stakeholder movement, mutual value and follow-through.

Account management

Renewal preparation, risk visibility, stakeholder context and next actions.

Commercial strategy

Operating priorities, execution sequencing and decision support.

AI-enabled operating systems

Workflow design, review loops, structured handoffs and usable records.