For a long time, the “messy middle” was a useful idea for SEOs. It acknowledged something we already knew: people do not move neatly from awareness to consideration and purchase. They explore, compare, hesitate, seek…
We are missing the true value of SEO – and AI search is about to expose that. Right now, half the industry is obsessing over how to measure citations in LLMs. Everyone is building trackers…
Google Suggest in 2026: Still One of the Most Useful Signals We Have Search has changed. We now deal with AI Overviews, LLM-powered answers, Perplexity rewriting queries, and ChatGPT Search reshaping discovery entirely. But despite…
Disclaimer and shout out: All the following is based on the research of Metehan Yesilyurt who has published a far more complex article on this on his blog. This is just me breaking it down…
We used to confirm; now we conform In the 1940s, statistician Abraham Wald faced a problem that sounds strangely familiar today.The military asked him to analyse bullet holes on planes returning from combat to decide…
For more than two decades, SEO has revolved around one principle: ranking web pages in Google.But as large language models (LLMs) like ChatGPT, Claude, and Grok reshape how users find and consume information, visibility is…
It seems in every post about SEO in the times of AI search (or GEO if you want) there is a mention that Reddit is the answer to be more visible. For some time now…
Picture this: Your e-commerce site that once ranked prominently for “best laptops under £1,000” suddenly sees a 30% drop in organic traffic. Customers are getting their answers directly from Google’s AI-powered responses instead of clicking…
What Are Twiddlers? Twiddlers are specialized C++ code objects integrated into Google’s ranking algorithms, specifically within the Superroot framework. They function as post-retrieval adjustment mechanisms that refine and reorder search results after the initial ranking…
Ai Search optimization or GEO is the latest buzzword and SEO is declared dead (yet another time). But what is behind the buzzword and how is the optimization for AI search different from SEO? Let’s…