Everything on this site — the readiness assessment and its scoring, the surface scanner, the pattern analysis, the reports, the payment handling, and these pages — I designed and built, working with AI the same way I’d tell you to work with it.
That means it runs the way I’d want your system to run. Content lives in the database rather than in the markup, so a copy change ships as a tracked migration instead of an edit somebody forgets. The structured data is driven by config rows with kill switches, so a bad value gets switched off rather than redeployed. Nothing reaches production without being verified somewhere else first. The AI wrote a great deal of the code; I wrote the specification, and I checked what came back against it.
It’s a small system, and that’s the point. The discipline doesn’t change with size — and most AI projects fail for want of exactly this: documented decisions, a governed path for changes, and somebody who can tell whether the output is right.