Field notes Research, essays, and reports from the practice

The Blog.

Original research on how AI engines pick which brands to surface — and the methodology we use to engineer that outcome for our clients.

Page-Intent Segmentation: Tag Pages for Better GA4 Reports

Page-intent segmentation is the practice of tagging every page on a site by the search intent it serves, informational, commercial, transactional, or…

Wikipedia and Wikidata: Unlock AI Citation Success

AI search systems are moving beyond simple keyword matching and focusing more on understanding entities, relationships, and context. To provide accurate answers,…

YouTube and Video in the Age of AI Search

AI search is changing how people discover video. Instead of relying only on YouTube search, users now ask ChatGPT, Perplexity, Gemini, and…

Original Data and Statistics Pages: The Format AI Cites Most

Every day, thousands of articles repeat the same facts and statistics from existing sources. While this content can still be useful, it…

Unlinked Brand Mentions: Why They Now Matter as Much as Links

Ask ChatGPT “what are some of the best WordPress SEO plugins?” and it names Yoast SEO sometimes directly, sometimes in passing. This…

The Future of Search: Agentic AI, AI Shopping, and What Comes After Chat

Search is evolving beyond helping people find information. AI can now answer questions, compare options, and assist with completing real-world tasks. As…

UTM and Attribution Hygiene: Clean Data Before You Report

Every marketing report is only as good as the tracking behind it. Before you present a single dashboard, the traffic feeding it…

Ultimate Reddit AI Guide 2026: Win Better AI Citations

AI systems are increasingly using community-driven content to understand real user experiences and opinions. Platforms like Reddit provide valuable insights through discussions,…

Data-Driven Digital PR: Earning Citations at Scale

Data-driven digital PR means generating original data, proprietary numbers, survey findings, a fresh cut of public data, and turning it into a…