AI visibility tools, reviewed honestly

The cheapest credible way into AI visibility tracking, with standout citation analysis. What it does well, what it leaves out, and when a full-loop platform fits better.

xFunnel no longer exists as a product you can buy. Here is what it did, where the technology went, and what to use instead.

Ahrefs' AI visibility add-on has the biggest retroactive prompt index in the category. It is also measurement-only, refreshes chatbot data monthly, and its pricing stacks. The honest picture.

What the most-funded AI visibility platform actually does, what it costs, where it shines, and where a self-serve platform fits better.

The most enterprise of the AI visibility platforms: $68M raised, Fortune 500 logos, quote-only pricing, and almost no public track record to check. Here is what is verifiable.

A genuinely differentiated AI visibility platform with a delivery layer no one else has, a $300/mo entry price, and a brand-new corporate parent. What buyers should know.

The incumbent's answer to AI search: a $99/mo per-domain add-on with real data scale behind it, now under Adobe's roof. Where it is strong, where the costs stack, and what it will not tell you.

One of the easiest ways to start monitoring AI search, with a $29 entry and a genuinely useful GEO audit. The catch is what costs extra, and what it never does for you.