How to choose an AI visibility tool

A year ago almost nobody had a budget line for "AI visibility." Now there are dozens of tools that promise to show you how ChatGPT, Claude, Perplexity, and Gemini talk about your business. They look similar in a demo. They are not similar once you use them for a month.

These are the questions we would ask before paying for any of them, our own included.

1. Which engines does it measure, and on which plan?

Your buyers do not all use the same assistant. Someone researching a lawyer might ask ChatGPT on their phone and Perplexity at their desk. A tool that measures one engine gives you one slice of a market that is spread across four.

Check the plan you would actually buy, not the feature page. In parts of this category, the third and fourth engine sit behind a higher tier. If you can only afford a one-engine view, you are guessing about the others.

2. Where do the prompts come from?

Every measurement starts with the questions sent to the engines. Ask how those questions are chosen.

A fixed template ("best [category] in [city]") is easy to run and rarely matches how your buyers talk. Better: prompts built from your own description, services, and keywords, which you can read and edit. If you cannot see the exact prompts, you cannot judge the result.

3. Does it sample, or does it screenshot?

AI answers change from one run to the next. Ask the same question twice and you can get two different lists. A single answer is an anecdote.

A tool worth paying for asks each prompt more than once, on a schedule, and reports what it saw across runs. It should also tell you when the sample is too small to trust. We wrote about why that matters in why we say when the score can't be trusted.

4. What does the score actually measure?

Many tools report one thing: how often your name appears in AI answers. That is the core signal, but it is not the whole picture. Engines lean on what ranks in search and on pages they can parse cleanly.

Ask whether the score includes your search standing and your site's on-page health, and whether you can see the weights. A blended score you can open up is more useful than a single number you have to take on faith. Here is how SeenRate is built.

5. After it measures, what do you do next?

This is the question that separates tools most clearly. Monitoring tells you where you stand. It does not tell you what to change.

Look for a ranked list of specific fixes: the schema to add, the listings to claim or correct, the pages that need an answer a buyer is looking for. Then ask who does the work. Some tools hand you a report. Some apply the low-risk changes for you on your own site.

6. Does it prove the fix worked?

Marking a task "done" is not the same as the fix being live. A page can fail to deploy, a listing can revert, a schema block can break on the next theme update.

Ask whether the tool re-checks the page after a fix, and whether your score changes because a measured signal changed or because someone clicked a button. Credit that is earned on a re-check is a number you can show your boss.

7. Can you start without a sales call?

Enterprise platforms often come with a demo call, a quote, and an annual contract. That can be right for a large brand. For a small team it means weeks before you see your own data.

Check whether there is a free tier that measures your real business, and whether paid plans are month to month.

How the options compare

We keep two side-by-side pages that walk through these questions against the main types of tools:

• Frontpagely vs. AI-visibility monitors, for teams weighing a tool that measures against one that also fixes and re-checks.
• Frontpagely vs. enterprise AI-visibility platforms, for small teams that want every engine without an enterprise contract.

Both are based on public information and dated, because features in this category change quickly. Verify the current details with each vendor before you decide.

A note on promises

No tool can guarantee that an assistant will recommend you. Anyone who promises a spot in a model's answer is selling something they do not control. What a good tool can do is measure honestly, show you the inputs the engines read, and confirm when you have improved them.

If you want to see where you stand first, the free audit takes about a minute.