Practical perspectives on AI adoption, governance, and business operations.
I spent 4 years inside one of the larger worksite benefits operations in the country. Every year the same conversation: automate more, but can't get compliance wrong. Here's what we built to solve both.
A business owner who is smart and successful tells me they have been reading about AI and they do not really understand what it actually does for a business like theirs. That confusion is not their fault — and the underlying idea is genuinely simple.
Acquisition, People, Execution, Amplification. Most businesses plug one. Here's what happens when you plug all four.
Launching a platform is an exercise in patience and persistence. A year ago I was experimenting and failing. Today I'm building correctly. Here's what the transition into orchestration actually feels like from the inside.
I built a door-to-door sales playbook. Solid analysis. Completely wrong approach. Over the past week I learned I was doing what every platform builder does — I had the solution in my head long before I understood the problem.
78% of organizations say they use AI. Only 23% have scaled it. The gap is not budget, talent, or tools — it's the absence of operational frameworks that make AI safe enough to trust.
LLMs generate production code in seconds. The governance frameworks that are supposed to catch the mistakes were designed for humans who type 60 words a minute. That math doesn't work anymore.
67% of AI initiatives never leave pilot. The problem isn't the technology. It's the gap between "interesting demo" and "production-grade agent" — and nobody is governing what happens in between.
A 20-person company bleeds $768,000 a year in manual work that AI could handle. Most don't know it. The ones who do can't figure out how to start.
Worksite benefits enrollment still runs on paper forms and carrier portals that were outdated a decade ago. The technology exists to fix this. The governance to trust it does not.
Install and use Claude Code from the Windows terminal. For comfortable users who want the command-line surface — with the warnings up front.
Build persistent HTML dashboards that pull live data from your connectors every time you open them. A standout power-user move, with its caveats.
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