¶ Notebook
Field notes.
Published as we go.
Every Citably finding worth a paragraph ends up here. Benchmarks, audits, methodology. Same voice as the audits we sell, so read it before you book.
- Ed. 03August 8, 2026 · 6-min read
Nothing is reading your llms.txt yet. Add it anyway, but know why.
No major AI engine reads llms.txt in production yet. Not OpenAI, not Google, not Perplexity. It is cheap hygiene, not a visibility lever. The honest read on the emerging standard.
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- Ed. 02July 27, 2026 · 6-min read
We counted every claim in 15 AI answers. Fewer than 4% said where they came from.
We counted 112 factual claims across 15 AI answers. Fewer than 4% named their source in the sentence, and every one that did was quoting an original statistic. Being in the source list is not being cited.
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- Ed. 01June 2, 2026 · 6-min read
10 Southeast US B2B SaaS sites, audited. Half are invisible to ChatGPT.
Citably's first internal benchmark: Calendly, SalesLoft, OneTrust, Pendo, Bandwidth, Rithum, nCino, FullStory, Florence Healthcare, Mailchimp. What the numbers actually say.
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