SnowSEO covers classic SEO and generative engine optimisation from one place: keyword research, rank tracking, competition tracking and topic clusters on the search side, AI visibility tracking across ChatGPT and Perplexity on the other, with a content writing engine and CMS integration that auto-publishes what it produces. Rankings refresh daily across hundreds of prompts.
Tracking both surfaces in one tool is the right structure while nobody knows how the two relate. The honest position today is that the relationship between a Google ranking and an AI citation is unsettled, and running separate tools for each leaves you comparing two dashboards that count different things. One product measuring both at least makes the comparison internally consistent.
Kapybara LLC sells it to founders and agencies from a free tier, then Starter at $39 a month, Pro at $94, and Scale tiers at $199, $379, $549 and $999, with two months free annually and a custom enterprise plan. Auto-publishing generated articles straight into a live CMS is a real risk if nobody reads them first, AI visibility tracking measures prompts you chose rather than prompts people use, and six paid tiers means the pricing page needs working out before the product does.





