Field Notes on
AI & Automation.
Technical, opinionated, useful. Written from live engagements, not from press releases.
Why Most AI Pilots Die in the Workflow
The model worked. The rollout didn't. The failure points are the seams — data, permissions, process — and they're predictable.
The Three Bottlenecks Every Operator Has
Intake, handoffs, reporting. Each one is a build, not a hire — and the order you fix them in matters.
GoHighLevel Is Not a Strategy
The platform is leverage only after the architecture is right. What a properly engineered account actually looks like.
Human-in-the-Loop Is a Design Decision
Where to put the gates, what to log, and why 'the AI did it' is never an acceptable incident report.
Your GTM Stack Is Eight Tools Pretending to Be a System
Consolidation isn't the goal — flow is. How to map and rebuild the revenue pipeline as one machine.
Research Before Roadmap
The cheapest way to kill a six-figure mistake is two weeks of structured evidence. How we frame decision-first research.