Field notes from
the citation economy.
Essays, primers, and short playbooks on how brands actually show up inside ChatGPT, Gemini, Perplexity, and the rest of the AI answer stack. Written by operators, for operators.
More from the index
Playbook Apr 30, 2026
The AI-readability checklist: 12 things to fix this week
Twelve specific fixes that meaningfully improve how AI crawlers read your site. Most are boring. All matter.
10 min read
Perspective Apr 30, 2026
Citation share is the new market share
A new KPI for the era when buyers ask AI before they ask Google. How to calculate it, and what good actually looks like.
11 min read
Technical Apr 30, 2026
How AI engines actually decide which brands to cite
Inside the citation logic of ChatGPT, Gemini, and Perplexity, and the structured signals each one quietly rewards.
14 min read
Essay Apr 30, 2026
The end of keyword rankings
Rankings used to be a proxy for visibility. The proxy broke when ten blue links collapsed into one paragraph.
12 min read