Writing on AI systems, product work, and what holds up once software meets real teams, messy operations, and production constraints.
Short reads pulled from the work itself.
Wondering what an AI consultant actually does? Here's exactly what happens during an AI Audit — the questions, the deliverable, and what most business owners discover.

Most businesses are looking in the wrong place for AI opportunities. The bottleneck isn't technology—it's diagnosis. Here's how to find where AI actually fits.
If the writing is useful, the projects page shows the fuller body of work. And if there's a role, project, or idea worth comparing notes on, email me.