I help organizations make hard decisions
What AI initiatives should scale — and which should be stopped
How to design AI systems that integrate with core enterprise platforms
How to adopt GenAI without creating security, compliance, or operational risk
Designing operable architectures for AI-enabled systems (GenAI, RAG, agents), with enterprise constraints as first-class concerns
Establishing platforms, guardrails, and integration patterns across data, security, and core systems — preventing pilots from becoming long-term liabilities.
Independent, vendor-neutral architecture judgment for CTOs and Boards — reviewing and challenging decisions before they become costly commitments.
Focused prototypes to validate feasibility, economics, and organizational readiness — not innovation theatre.
Enterprises modernizing AI-driven platforms
CTOs / CPOs under pressure to “do AI properly”
Scale-ups transitioning from MVP to enterprise