Resources for making sense of software and AI.

The shift from software that helps people do the work to software that finishes it — what changes about the product, and what to do next whether you are starting, already have a SaaS, or are mid-build.

Duplicated data, slow reporting, key-person risk, silent errors, and growth that creates more admin — how to tell when spreadsheets have started costing more than they save.

Three things that will dominate how AI finds, reads, and cites your website: AI Knowledge Pages, Public Knowledge Datasets, and AI-Accessible Content Layers.