What moves quickly and what does not
Quick: fixing technical access, publishing clear answer pages, correcting inconsistent business details and adding structured data. These can change what live-search AI tools find soon after Google and Bing index the pages.
Slow: being recommended in competitive categories. That depends on reviews, mentions and authority built over time, and on how often the models' underlying knowledge is refreshed.
How to judge progress
Track a fixed question panel monthly and look at the trend in how often you are mentioned and how accurately. Pair it with leading indicators you control: pages published, reviews gained, mentions earned. Judge after a few months of steady effort, not after the first week.