AI visibility tools
Tracking how AI talks about you by hand stops scaling fast. AI visibility tools automate it: run your prompts across the assistants, watch your share of voice, and catch changes. Here is how to pick one without the hype.
What they do
The job of an AI visibility platform
An AI visibility tool runs a set of prompts across the major assistants on a schedule and records how you show up: how often you are cited, your share of voice versus competitors, the sentiment of each mention, and which sources the AI is drawing from. It converts the manual spot-checks described in our AI visibility guide into something you can watch continuously.
The category is new and crowded. Dedicated AI-answer monitors have appeared, and most established SEO platforms have bolted on an AI or LLM visibility module. They vary widely in coverage, accuracy, and how much they let you customize the prompts. So rather than rank products that will look different next quarter, here is the framework we use to choose.
The framework
What to evaluate before you pay
| Criterion | Why it matters |
|---|---|
| Assistant coverage | It has to monitor the engines your buyers actually use, not a token few |
| Custom prompts | Tracking your real buyer questions beats tracking generic keywords |
| Share of voice | Comparative data against named competitors is the metric that drives action |
| Citation and source detail | Knowing why you appear tells you what to fix |
| Sentiment | Being mentioned badly is not the same as being recommended |
| Sampling transparency | AI answers are non-deterministic, so honest methodology beats a confident-looking number |
Weight accuracy and prompt customization over a long feature list. A tool that tracks the exact questions your customers ask, across the right assistants, with honest sampling, will teach you more than a flashier one that watches generic terms.
Start free, then scale
If you are new to this, do not buy a platform on day one. Run our free AI visibility tracker against a handful of your most important buyer prompts for a few weeks. You will learn what good prompts look like and where you stand. Once you know what you want to watch and it is too much to do by hand, a paid tool is a clear upgrade rather than a guess.