Worth knowing before you buy, not after.
There is no lever here that changes a model's output. This is measurement. Anyone selling guaranteed AI recommendations is selling something they cannot deliver.
AI assistants do not publish a ranked index, so there is no position three to hold. What exists is the share of answers you appear in, and the order you tend to appear in when you do.
Ask the same question twice and a model may name different brands. A single scan is one sample. We show the counts, flag small samples, and will not label a one-run difference as movement.
If your mention rate rises after a content change, that is correlation. Model updates and index refreshes move these numbers on their own, and we will not claim your change was the reason.