
ai-strategy
tool-development-(r-d)
workflow-automation
product-enablement
adoption-governance
process-architecture
Project Type
AI R&D function, Product Experience Org.
Technology
Claude AI Suite Figma Suite MCPs Agentic Workflows VS Code/iTerm Notion
Turning AI Into an Operating Advantage
Custom AI tools, workflows, and systems built around real work, backed by the operating model to scale them. The goal was to compound the speed, consistency, and decision quality of designers, PMs, and engineers across the organization.
Brief
Challenge
Solution
Impact
From Experiment to Enterprise Capability
AI moved from isolated experimentation into daily execution, supported by a repeatable operating model spanning evaluation, governance, adoption, enablement, and optimization. The result was an AI capability designed to compound over time, improving how teams create, decide, collaborate, and deliver.











