AI visibility dashboards are mostly useless

AI visibility tracking tools cost over $100 million annually but produce unreliable data. A study by Rand Fishkin found that asking a search agent for brand recommendations 100 times yields the same list less than once in 100 attempts. The underlying randomness in language models makes stable rankings impossible, though consideration sets remain consistent.