LLM output variance

A 3,000-run test reproduced the same AI brand list in fewer than 1 percent of repeats

Vendors sell AI visibility as measurement, but the prompt panels behind the scores are modeled and the answers move run to run. Building the panel from your own sales calls buys provenance and narrows the sample to buyers who already found you.