Research & Field Notes on AI Search for Property Management Software
Short pieces written between editions of the AI Shortlist Index: what the engines did, what we measured, what a vendor should change. No announcements.
Mention rate, position, consistency and the source map, and why one run per prompt is not a result. Field notes from the first AI Shortlist Index edition.
How the AI Shortlist Index designed its 25-prompt set per category, the rules behind it, and how a property-ops vendor builds one for its own category.
What makes a comparison table usable by an engine reading HTML, what the first AI Shortlist Index run cited instead, and one Property Meld row rewritten.
What webpossible.com's Markdown twins are, how the build generates them with a canonical to the HTML page, and why we have no evidence engines read them.
Where run-to-run variance in AI answers comes from, how the AI Shortlist Index bounds it with three runs on two days, and how to tell movement from noise.