Latest from Lumar

Chunkability: Why Some Content Gets Cited and Most Doesn’t

Welcome back to our GEO series! Your content can be highly relevant to a query and still never make it into an AI-generated response. In the previous article, we touched on one reason why: a relevant…

Content & Quality AI Search & Visibility

Semantic Relevance Isn’t One Metric — It Has Three Jobs

Welcome back to our GEO series! In the previous article, we explored candidate page selection and how AI systems determine which pages are eligible for retrieval. Semantic relevance helps inform that…

AI Search & Visibility

Candidate Page Selection: The Stage SEO Tools Don’t Measure

Candidate page selection can determine whether your content is considered for retrieval in AI search. Learn how it works, what influences page eligibility, and what it means for GEO.

From SEO to GEO: Why Rankings Alone Won’t Get You Visibility in AI Search

Rankings still matter, but they no longer tell the whole story in AI-powered search. Learn how GEO builds on traditional SEO and what influences visibility in AI-generated responses.

Ranking & Algorithms AI Search & Visibility

AI Search & SEO Industry News – July 2026

Your monthly roundup of search industry news, brought to you by the Lumar team.

How to Get Started with the Lumar MCP Server

Discover how the Lumar MCP server connects your AI assistant to Lumar, enabling faster SEO audits, AI Visibility analysis and workflow automation.

Ranking & Algorithms

Creating “Chain of Evidence” (CoE) Content for GEO / AEO

Your content needs to build a case, not just make a claim AI retrieval systems don’t just reward semantic relevance—they reward structured relevance and logical reasoning pathways. Content that…

AI Search & Visibility

Semantic Relevance for GEO / AEO: How to Align Content with AI Search Intent

What is semantic relevance – and why does it matter for GEO / AEO? To be selected and cited by LLMs, a piece of content must first be unmistakably relevant to the query. Semantic relevance refers to…

AI Search & Visibility

Content Chunking & AI Extractability

On the content chunking debate in GEO / AEO While Google has said that content chunking is unnecessary for appearing in its own AI systems, it’s worth understanding the concept, why it’s an…

AI Search & Visibility