AI search is a moving target. You’re fighting non-deterministic answers and...

https://chancesexpertwords.wordpress.com/2026/05/04/the-four-dots-ai-visibility-stack-why-your-seo-score-is-actually-a-mirage/

AI search is a moving target. You’re fighting non-deterministic answers and extreme geo-variability that standard trackers ignore. That’s why top teams build custom stacks