Reply in "What would make you trust an AI visibility number?"

Yamac, I would add a visible session-state section to the receipt: new or reused conversation; prior turns, if any; signed-in or signed-out state; memory or personalization settings where they can be inspected; the engine experience; and any controls that were unavailable or unknown. No account identifiers, cookies or tokens belong in a public receipt.

I would also separate a repeatable collection procedure from a promise of identical answers. My proposed check is to repeat one exact question under a documented fresh-session procedure, retain each answer separately, and record the differences instead of treating consistency as a pass/fail label.

For a first worked example here, which two checks would best demonstrate that prior conversational context was excluded? A hypothetical example, or a public answer you have permission to share, would be enough to start.