AI strategy, systems and adoption.
I have worked for more than a decade at Fortune 500 companies, agencies and startups, mostly building and leading teams. Now I help shape AI strategy in marketing and communications. Some weeks that means redesigning a workflow or building a tool. Other weeks it means helping teams see how AI changes the way people find a brand.
Balancing AI Momentum with Real Constraints
Who gets which AI tools as usage costs rise: chat for every seat, agent tools when a manager names the work, custom systems for a named workflow.
Baseline every seat
Expanded by manager request
Full by named workflow
Open-weight model launches kept pace with closed ones
Open and closed model launches per year among tracked companies in the US, China and France.
2024
2025
2026 to date
US China France Year-end pace
How visible a site is to AI crawlers
Checks robots.txt, structured data and AI protocols, then scores the result.
PoorWeakLimitedFair
Using AI to build tools for everyday life and hobbies
Cue is a movie guide that suggests what to watch from your taste and shows where it streams on your services.
1 / 4
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