Live, public research report aggregating anonymised audit data from every 3LA audit ever run. Reports score distribution, monthly L1/L2/L3 trend lines, failure rates per layer, most commonly missing structural elements, and market presence by TLD. Data computed on demand. No URLs, no user data, no PII. Aggregated in 15-minute caches.
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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.