Skills & Tools
A practical stack built across 10+ years of customer-facing AI delivery, architecture, and implementation.
Capability Layers
A practical stack that blends discovery, architecture, and delivery inside customer-facing AI programs.
Interactive Focus
Turn ambiguous asks into scoped plans with delivery constraints and success criteria.
Mapped Capabilities
Customer-facing discovery through implementation architecture
Production AI workflows with measurable business outcomes
Domain depth across CS, RevOps, and retention strategy
Connecting data, systems, and teams into production workflows
Stack Surface
Representative platforms across AI, integrations, product delivery, and operating infrastructure.
Representative toolchain across AI, architecture, integrations, and delivery — hover to pause →