I help leaders bring clarity to AI decisions before they commit time, budget, or scale. Most AI initiatives don’t fail because of technology — they fail due to poor decision clarity. With 20+ years across engineering, delivery, and transformation, I work at the intersection of AI, risk, and execution — helping teams decide what to move forward, fix, or stop. My focus is simple: * Prevent costly mistakes before production * Identify hidden risks early * Bring structured clarity using Go / Pilot / Stop decision frameworks If you're evaluating AI initiatives or moving from PoC to production, this is where clarity matters most. Focused, practical, and decision-first — no hype.