STEP 06 · THE FIX
Fix the page signals keeping you outside Ring 1.
After this read you can decide which sentences to rewrite on the page, and which to delete.
Assistants answer by repeating text they can lift. We read your page phrase by phrase and mark which lines give an assistant something it can quote, and which give it nothing to hold. Concrete claims travel. Atmosphere does not. The result is a list of the exact sentences that help you and the exact ones that cost you.
Example result
Example. Real measurements, brand anonymised.
1 product page read on 12 August 2026. Models: ChatGPT, Gemini and Claude. Unit: count of phrases per verdict, from a 3,000 character reading window, over 3 runs per model.
What this measures
INPUTS
One page at a time, read phrase by phrase inside a 3,000 character window.
MODEL SET
ChatGPT, Gemini and Claude, reading the same page text on the same day.
REPEATED RUNS
3 runs per model per page, with the verdicts that recur reported.
OUTPUT
Every phrase with its verdict, the lines to keep, the lines to rewrite and the date of the read.
What you receive
QUOTABLE
A concrete claim an assistant can repeat as an answer.
VAGUE
On-topic but too soft to be lifted into an answer.
COSTS YOU
Wording that pulls the page away from the question it should answer.
Next action: ship the rewrite, then remeasure the same page on Buyer Match and compare with the stored baseline.
Limitations
We can tell you which phrases are repeatable. We cannot tell you a rewrite will be quoted, only measure again after it ships.
Related measurements
Read your own site on this measure.
Your first read is free and takes about a minute. No account, no card.