// Articles & Research

Deep dives into generative search engine behaviors, visual audits, crawler architecture, and developer workflows.

RESEARCHJul 2, 2026

How AI Visibility Tools Actually Collect Data: API vs UI Scraping

How AI visibility tools collect data: API-based collection vs real browser-based UI execution. A technical breakdown of their trade-offs.

#scraping#ai agents#data

GUIDESJul 2, 2026

Best AEO & GEO Agencies in 2026: 30 Agencies Compared

All 30 AEO and GEO agencies compared side-by-side, evaluating their LLM citation performance, pricing, and optimization strategies.

#aeo#geo#llm search

GUIDESJul 1, 2026

How to Track Your Brand Visibility in AI Search

Step-by-step guide to tracking brand visibility in AI search with specialized agents, evaluating citation shares and brand mentions.

#aeo#brand tracking#seo

RESEARCHMay 4, 2026

I Crawled 65,000 Pages of My Own Site Without Parsing a Single Sitemap

Somewhere between talks on day one, I think it was during a hallway chat that I decided to run an aggressive crawl experiment using direct link scraping and BFS.

#seo#crawling#experiment

EXPERIMENTMar 30, 2026

How I Turned Meta AI's Brain Scanner Model Into a Free SEO Tool

I took Meta AI's TRIBE v2 model and turned it into an automated image-to-intent classifier, enabling highly precise visual SEO auditing.

#ai#seo#meta ai

TOOLSMar 18, 2026

I Turned 16 Months of Google Search Console Data Into a Vector DB

I had a simple question: what if I could talk directly to my search metrics? Here is how I loaded 16 months of queries and clicks into ChromaDB.

#vector db#search console#llm