Research & Insights
What we learn from auditing websites for AI visibility. Posts are grouped by methodology cluster.
AI Citability Foundations
definitional + diagnostic + procedural — the foundational cluster a buyer hits when first learning about AI citability as a measurable property of their site
April 23, 2026
What Is AI Citability? The Five-Pillar Framework
The framework for getting cited by AI search: what citability is, the five pillars, measurement methodology, and fixes for common failure patterns.
May 19, 2026
What Is Citability? The Brand, the Metric, and Why Both Matter
91 AI mentions per month for the word 'citability' go to YouTube, Reddit, and competitors. Zero go to citability.dev. Here's what citability means and why the gap matters.
April 10, 2026
Benchmarking AI Visibility: 6 Sites, 3 Platforms, 10 Checks
Detailed benchmark results from auditing 6 websites for AI visibility and citability. Includes per-check pass rates, platform-specific findings, and the infrastructure patterns that predict citations.
April 10, 2026
How to Measure Your AI Citation Rate (Step-by-Step)
A practical guide to measuring whether AI search engines like ChatGPT, Perplexity, and Claude cite your website. Includes real baseline data, manual query methods, and automated scanning.
April 10, 2026
Which Schema Markup Do AI Search Engines Actually Use?
We tested 10 JSON-LD schema types across ChatGPT, Perplexity, and Claude. Three types drive the majority of AI citations. Here is the data.
April 10, 2026
What AI Crawlers Actually See When They Visit Your Site
We ran our 10-check infrastructure scan on 50+ websites. Here is what AI crawlers like GPTBot, ClaudeBot, and PerplexityBot actually find when they visit a typical site.
April 10, 2026
Why AI Recommends Your Competitors (And What to Do About It)
AI tools like ChatGPT and Perplexity recognize your brand but still recommend someone else. Our AVR baseline data shows 100% brand recognition can coexist with a 11% recommendation rate. Here is why that gap exists and how to close it.
AI Visibility Tools - Methodology Authority
the cite-bait flywheel cluster - methodology posts designed to be cited by competitor listicles and reframe category vocabulary (calibration receipt, three-anchor calibration, V/R/C separation)