SEO & GEO Insights
In-depth analyses on semantic web, entity graphs, and AI search visibility.
ChatGPT SEO: How to Get Cited and Ranked in ChatGPT Search
ChatGPT Search is a ranking surface with its own rules. This guide covers how ChatGPT chooses sources, the citation and entity signals that matter, and a repeatable audit you can run this week to get your pages cited — not just crawled.
llms.txt for SEO: The File That Makes AI Crawlers Read Your Site
llms.txt is a plain-text file that tells AI crawlers which pages matter most and how to read them. It will not replace your SEO — but it is the cheapest, most direct signal you can send to ChatGPT, Perplexity, and other LLM crawlers today.
The GEO Measurement Stack: Citation SOV, Answer Share, and the 50-Run Method
Fewer than 15% of teams measure GEO properly, and single-run checks lie. Here is a free, repeatable protocol for citation rate, share of voice, and sentiment using the 50-run sampling method.
Local Businesses in AI Search: Being the Entity AI Names for 'Best Plumber Near Me'
Google's 2026 guide says optimizing your Google Business Profile improves AI responses for local queries — and AI Overviews now trigger on commercial searches. Here is how local businesses get named in AI answers, not just the map pack.
Local SEO Opportunity by US City: Where Service Businesses Win in 2026
Local SEO opportunity doesn't track population. A 'best plumber' SERP in New York is locked tight; the same query in Memphis or Tucson returns a thin top 10 any well-resourced local business could break into. A data-backed tour of the biggest US markets and where the real opportunity sits.
Original Data Without a Data Team: How Solo SEOs and Small Brands Get Cited as Primary Sources
Pages with original data tables earn 4.1x more AI citations, and original research becomes a primary source other publications cite. Big teams get that with big budgets. Here is how solo operators produce credible, citable data with free tools.
Reddit, YouTube, and the Co-Citation Web: Off-Site Signals That Get You Cited by AI
AI engines do not only read your site — Reddit appears in roughly 68% of AI responses and YouTube holds 29.5% of AI Overview citation share. Here is the co-citation playbook for solo consultants that makes AI name you.
Topical Authority vs. the October 2025 Core Update: What Koray's Model Predicted and Why It Held
After the October 2025 core update, sites built around coherent topical networks won while keyword-scattered sites collapsed. That outcome was predicted years earlier by Koray Tuğberk Gübür's Topical Authority formula. Here is what the model says and how to apply it now that AI search amplifies it.
The Freshness Advantage: Why AI Systems Prefer Newer Content and How to Build a Refresh Pipeline
Ahrefs found AI-cited content is 25.7% fresher than what ranks organically. Freshness is not a tip — it is a system. Here is a refresh pipeline tied to a topical map that keeps every node current.
Schema as a Citation Signal: Resolving What the Conflicting Studies Actually Mean
One study says schema pages get cited more. Another says adding schema to already-cited pages does nothing. Google's May 2026 guide says structured data is not required for generative AI search. All three are true — here is how to reconcile them.
AI Mode Rewrote Search Language: How to Write Content for Conversation, Not Keywords
Google's own AI Mode data shows users narrate full questions, follow up more every month, and search by image more than any other query type. Content written for three-word keywords misses all of it. Here is the rewrite system.
The 120–150 Word Answer Capsule: The Exact Passage Structure AI Engines Extract
LLMs pull passages, not pages. The 120–150 word answer capsule — a self-contained answer directly under each heading — produced a +40% visibility lift in Princeton's GEO study. Here is the exact structure, five reusable templates, and before-and-after rewrites.
Entity-First GEO: The Semantic SEO Foundation That Decides AI Citations
Most GEO advice is tactical — answer capsules, statistics, quotes. But every study that tracks who actually gets cited comes back to the same structural trait: entity clarity. Here is the entity-first framework that turns semantic SEO into AI citation rank.
How to Build a Topical Map: The Semantic SEO Framework for Topical Authority
A topical map is the structural blueprint behind topical authority — it's what separates a site that ranks for one keyword from one that becomes the trusted answer for an entire subject. Here's the Central Entity, Source Context, and Core/Outer Section framework that turns a random article list into a connected authority structure.
How to Build Topical Authority for AI SEO
Topical authority for AI SEO is the trust score search engines and AI answer engines assign to a site when its internal link structure, page layout, and historical user data prove comprehensive expertise on one topic** — not when the copy simply claims it.
The Anatomy of an FAQ Schema That Gets Pulled Into AI Overviews
Most FAQ schema is written for search engines to ignore. A handful of structural choices determine whether Google's AI Overviews and Perplexity actually lift your answer into their response, or skip past it entirely.
Local Entity SEO: How AI Search Engines Understand Location-Based Businesses
Local SEO used to mean stuffing a city name into your title tag. AI search reads location as an entity attribute, not a keyword. Here's how to structure a local business so both Google's map pack and AI answer engines recognize exactly where you operate and what you do.
Generative Engine Optimization: How to Secure Brand Citations in ChatGPT Search and Perplexity
Generative engine optimization (GEO) is how brands get cited by ChatGPT Search, Perplexity, and Google AI Overviews. LLMs do not use traditional PageRank — they use proximity vectors, source credibility signals, and co-citation densities. Learn the exact content frameworks that improve AI search visibility and secure persistent brand citations.
Understanding Entity-Based Content Architecture: Moving Beyond Simple Keyword Density
Entity SEO and topical authority have replaced keyword density as the core ranking signal in semantic search. This guide explains how to build entity-based content architecture using concept clustering, vector distances, and structured schemas — the same approach behind modern topical authority SEO.
A Schema Strategy for Growth Brands: Structuring Your Site for Google's Knowledge Graph
Schema markup and structured data are what let Google’s Knowledge Graph recognize your brand as a verified entity. This blueprint links multi-location businesses, international corporations, and executive profiles into a single machine-readable schema.org graph for stronger entity recognition and Knowledge Panel eligibility.