Chapter 2: The Models Trust Third Parties More Than They Trust You
AI models give little weight to what a brand says about itself and a lot to what credible third parties say about it.
THE BOOK

What does this chapter argue?
The chapter compares this to a sensible buyer, who discounts the source with the most to gain. Earned coverage is harder to get. A brand's own website still sets out its canonical name, description and facts, but only independent sources show that the claim is true.
The gap shows in the answers, which move from "some sources describe" to "is a leading provider of" as independent voices repeat a claim. Models judge independence too: a network of near-identical sites reads as one voice, three different titles over eighteen months read as three, and earned coverage is the strongest form of independence available.
SOURCE
Summarised from the text of Chapter 2. Every sentence on this page traces to the chapter's own lines; the facts behind the site are on the record.
How does the chapter open and close?
The chapter opens:
Everything a brand says about itself is weighted lightly by the machines, and everything a credible third party says about it is weighted heavily.
CLOSING LINE
The machines believe the press about you long before they believe you about you.
What are the chapter's sections?
The chapter has two printed subheadings, in this order:
- What self-description can and cannot do
- Independence has a definition
Which terms and people does the chapter name?
The chapter uses none of the glossary terms.
PEOPLE NAMED
The chapter names no person, company or AI system.
Where does it sit in the book?
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