01The false security
Why a brand-name search isn’t an audit
You typed your brand into ChatGPT, saw it appear, and moved on. That’s layer one with a sample size of one. It tells you nothing about whether you show up for “best daily trainer under £150” — the category queries that actually drive sales.








































