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.

How to Track Which AI Bots Crawl Your Site

AI bot crawl tracking means verifying, through server logs or CDN data, whether bots like GPTBot, ClaudeBot, PerplexityBot, and Google Extended actually…

Complete AI Crawlers Guide 2026: GPTBot, & Perplexity

AI crawlers play an important role in helping AI platforms discover and process web content. However, simply publishing content doesn’t guarantee these…

Local SEO in the AI Era: Map Pack to AI Overviews

Local search no longer runs through one channel. It runs through three. A local query today can surface a Map Pack, an…

E-E-A-T for AI: Trust Signals That Earn Citations

Many websites publish accurate content, but not all become trusted sources for AI. Good writing alone isn’t enough. AI also looks for…

How AI Search Is Changing the B2B Buyer Journey

The B2B buyer journey has changed. Instead of relying only on Google searches, review sites, vendor websites, and sales conversations, buyers are…

Co-Citation: How AI Positions Your Brand Based on Company You Keep

Ask an AI tool what your brand does, and you might not recognize the answer not because it’s hallucinating, but because it’s…

GA4 for SEO: The Setup and Three Reports That Matter

GA4 for SEO confusion starts before anyone opens a report. It starts with a config step someone skipped during setup. Get that…

How to Fact-Check and Source Content So AI and Readers Trust It

Information can reach thousands of people within minutes, but accuracy does not always spread at the same speed. A statistic without a…

Is SEO Dead? What Zero-Click Search Actually Changed

SEO is not dead. Zero-click search changed the payout, not the mechanism. Google still ranks pages, and AI Overviews still pull their…