How to choose an AI visibility tool without overpaying

This is the hardest category in software to buy well, for three reasons that compound: the products are eighteen months old, almost none of them let you try before paying, and no two vendors count the same thing.

We price-check 34 of them. Here is the order of operations that survives contact with an actual purchase.

1. Decide which question you are answering

Three different jobs hide behind the phrase “AI visibility”, and they have different price tags.

“Does ChatGPT mention us at all?” A monitoring job. You need prompts tracked across a couple of models and an alert when something changes. The cheap end of the market does this competently.

“Why does it recommend our competitor instead?” A diagnostic job. You need the citations behind each answer — which sources the model drew on — because that is what you can actually influence.

“Did any of this produce revenue?” An attribution job, and the most expensive tier in every vendor’s lineup. Do not buy it until the first two have told you there is something worth attributing.

Most teams buy the third and use the first.

2. Normalise the price to cost per tracked prompt

This is the step that changes shortlists. Vendors meter on prompts, brands, competitors, models or “credits”, and the same number means different things.

The median entry price in this category is $99 a month — five times the $19.99 median across all 252 tools we track. The range runs from $15 to $800. Before comparing any two, divide by the number of prompts each actually tracks per month. A $79 plan covering 100 prompts is more expensive per unit of work than a $99 plan covering 500.

3. Assume you cannot try it

Only 5 of the 34 tools we track offer a free tier — 15%, against 56% across software generally. Several of those are thinner than the label: two are time-limited trials, one is a sample audit, and one is a free account for a different product in the same suite.

Plan for a paid evaluation. That means buying one month, not one year, and writing down before you start what the tool has to show you for the renewal to be automatic.

4. Check what happens to your prompts

Ask two questions most buyers skip. Does the tool run your prompts on a fixed schedule, or on demand when you look? And does it keep the raw answers, or only a score?

Scheduled runs with retained answers let you show a change over time and go back to the evidence. On-demand scoring cannot, and it is much cheaper to operate — which is often why it is cheaper to buy.

5. Buy monthly until the category settles

Packaging here is moving fast enough that a twelve-month commitment at today’s rates is a bet on a market that has not finished forming. Several vendors have already renamed or restructured tiers this year. Take the monthly penalty; it is the cheapest insurance available in this category.

Prices verified from each vendor’s own page on a recorded date. For the full comparison see our AI visibility tools roundup, or the pricing dataset.