Adoption Is the Wrong Frame
Everyone measures AI adoption, but adoption is the wrong question. What matters is what exists now that would not have existed without it.
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AI Builder / RevOps
Designing and deploying AI-powered automations and agentic workflows across Sales, Marketing, and Operations. Owning projects end-to-end — from business pain point to prototyping, testing, and adoption — with LLM-based workflows for research, lead qualification, data enrichment, and recurring GTM operations.
Product Marketing Manager
Developed product positioning, use cases, and go-to-market narratives with Product, Sales, and Marketing teams. Translated product capabilities into sales-enablement materials and structured customer feedback to inform prioritization.
Product Manager
Managed product initiatives from discovery to delivery, including user research, feature scoping, prioritization, and specifications. Coordinated Product, Operations, and business stakeholders while balancing user value, technical feasibility, and speed of execution.
Event Manager
Coordinated event operations, partners, and internal teams in a fast-paced environment, managing cross-functional execution and ensuring quality across client-facing events.
Founder
Founded an independent game studio building sports management games with clear ideas and player-first design. Shipped Retro Diamond Baseball, a baseball front-office sim live on iOS, with a football management title in development — building the full stack in-house (Next.js, TypeScript, MongoDB).
Master Programme Grande École — Strategy, product management, economics, and business structuring
Licence — Communication
The AI Workflow Leverage Framework
A structured framework examining how artificial intelligence creates durable operational advantage when embedded within stable workflows and where its deployment merely adds visibility without real leverage.
Everyone measures AI adoption, but adoption is the wrong question. What matters is what exists now that would not have existed without it.
The most consequential shift AI enables is not accelerating existing work, but making previously impossible work possible for individuals inside organisations.
Why Google's integration of AI into Search and Workspace is structurally aligned with durable value creation, and where the data stack is still uneven.