AI Visibility
How to get your brand mentioned by AI assistants
17 articles
How to Measure Your AI Visibility (And Why Most Methods Fail)
Google rankings don't predict AI visibility. Learn why binary tracking produces noise, and how weighted rank scoring separates real shifts from LLM randomness.
How AI Answer Engines Actually Select Your Content
92-96% of AI Overview sources rank outside Google's top 20. Learn how AI engines select content and what to change on your pages today.
AI Visibility for B2B SaaS: The 2026 Complete Guide
AI compresses B2B vendor shortlists from 12 to 3-5. 44% of SaaS brands are invisible. Here's the 2026 playbook for moving off zero.
About Us Pages for AI: Entity Anchor, Not Citation Magnet
About Us pages get 1.9% of AI citations but 4.6x the efficiency of an average page. Here's why they anchor your brand entity for AI search.
The Descriptive Bio Tactic: One Phrase, Hundreds of Sites, AI Citations
Rand Fishkin asks every podcast to use the same bio. Hundreds of indexed pages later, ChatGPT recommends SparkToro. Mechanism + playbook + failure modes.
Specs Without Practice: 20 of 66 Agent-Readiness Checks Have Nothing to Measure
A correlation study of 908 brands found 20 of 66 agent-readiness checks at less than 5% adoption. The specs exist. The practice has not arrived yet.
Claude and GPT Disagree: Why a Universal Agent-Readiness Score Is Unreachable
Four agent-readiness checks predict opposite outcomes in Claude vs GPT, both directions FDR-significant. A universal AI visibility score is unreachable. Here is why.
Agent-Ready: Why the Same Site Scores 23 or 91
Two agent-readiness scanners give the same site a 68-point gap. Here is what each one measures, why they disagree, and how to pick the right one for you.
Why Publishing More Content Hurts Your AI Visibility
AI systems cite one source per topic. If your authority is split across five overlapping pages, all five lose. Here's why fewer, better pages win.
ChatGPT ?hints Parameter: See What ChatGPT Actually Searches For
An undocumented URL parameter reveals ChatGPT's internal search queries and citation sources. Here's how to use it for AI visibility research.
How to Structure Content That AI Systems Actually Cite
AI systems chunk your page by headings and cite individual sections, not whole articles. Here's how to structure body content for extraction.
Schema Markup for AI Citations: What the Data Actually Shows
Schema coverage doesn't predict AI visibility. Schema quality does. Here's which types work, which platforms care, and where to start.
We Scored 0% AI Brand Visibility. Here's What That Means for Yours.
We built an AI visibility tracker, then pointed it at ourselves. Score: 0% across ChatGPT, Claude, and Gemini. Here's what that means for you.
AI Crawlers and JavaScript: Why Your Content Is Invisible
AI crawlers like GPTBot and ClaudeBot can't execute JavaScript. If your site uses JS-based lazy loading, your content is invisible to ChatGPT and Perplexity.
Backlinks and AI Visibility: What Actually Works for Link Building in 2026
AI citations jump 3.7x once you cross the authority threshold. Learn why nofollow links, image backlinks, and domain diversity matter more than ever.
ChatGPT Search Behavior: How AI Queries Differ From Google (And What It Means for Your Content)
ChatGPT search behavior differs from Google: 61% longer queries, 3.51 searches per prompt. Learn which modifiers matter and how to adapt your content.
Add a TL;DR Block. Get More AI Citations and Higher Conversions.
A 100-word summary at the top of your page gives both readers and AI exactly what they need. Here's the data behind it and how to implement it in 30 minutes.