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Writing & Research
Original technical research, audit breakdowns, and clear explanations of how AI engines, LLMs, and autonomous web crawlers parse modern websites.
Four acronyms, heavy overlap, and a great deal of marketing built on the gaps between them. Here is what each one means, where they genuinely differ, and how much of the work is actually new.
Read full article →Sixty-two percent. Two of the failures were genuinely embarrassing for a company that sells this audit. Here is every one of them, what we fixed, and the three we have decided not to fix at all.
Read full article →Run our 15-second readiness check across eight core discovery and rendering dimensions. Free, verifiable, and no email required.