A live, aggregate view of where websites stand on Human, Search, and AI citation readiness - drawn from every 3LA audit ever run.
The four numbers that summarize the dataset.
How many audits land in each score band.
Monthly average score for Human, Search, and AI citation readiness across all audits.
Share of audits scoring below 50 on each layer.
Top issues surfaced across recent L2/L3 recommendations.
Geographic signal from audited domains.
All numbers are computed on demand from anonymized 3LA audit metadata (no URLs, no user data, no PII). Data is aggregated in 15-minute caches.
FROM THE BLOG

LLMs hallucinate about companies, prices, key people and mandates - and it's costing NGOs, universities, research bodies, financial institutions, political actors and agencies real leads and real trust. Here's the background of the Entity Accuracy Engine, and exactly who I built it for.

Classical AI SEO tools grade your content with an LLM. The Three-Layer Approach measures - deterministically - whether AI can find, trust and cite you. Here's the honest comparison. This article was first published on nettpilot.com

ChatGPT, Claude, Perplexity and Gemini do not share a user base. They share a category name. A 2026 study found only ~11% of domains cited by ChatGPT are also cited by Perplexity. Here is the field guide to a platform-segmented GEO strategy.