Begin with representative buyer questions rather than a single branded prompt. Record whether the brand appears, its context, cited sources and competing recommendations. Repeat across relevant models and markets. Treat each result as a time-stamped observation, not a permanent score. Aivora separates a free question preview from the authenticated multi-model scan.
How to check if ChatGPT recommends your brand
A disciplined way to evaluate AI brand visibility.