machinelayer.org/

method

Ask for a verdict, not a description

The same model, the same page, the same day will tell you different things depending on the shape of the question.

m-01 · unclassified

"Describe this site" produced an accurate, fluent summary and zero corrections. "Grade this site" found a real factual error. A verdict requires checking; a description does not.

Run both. The description tells you what your page communicates. The verdict tells you what it gets wrong. And run the adversarial version — find a claim here that does not hold up — because that is the only prompt with a right answer you can check.