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AuditMe AI Web Intelligence benchmark — evidence-first framework for how AI systems discover, retrieve, cite and act on web content

September 13, 202645 min read

How AI Systems Read the Web in 2026: Discovery, Retrieval, Citations and Agents

An evidence-first guide to AI search, GEO, retrieval, entity clarity, citations and agent-ready websites — with a practical framework, implementation patterns and a proposed open benchmark methodology.

AIGEOSEO

RAG crawler architecture diagram showing builder and attacker knowledge engine loops with graph-guided extraction

August 30, 202625 min read

The Double Life of the RAG Crawler: Building Knowledge Engines and Defending Them in 2026

Build RAG crawlers that don't rot — and defend knowledge bases from graph-guided extraction attacks like RAGCrawler. Architecture, tooling, failures, and a security playbook for 2026.

RAGLLM SecurityKnowledge Base