AI visibility tools compared
There are three ways to buy this. Continuous tracking platforms sell a monthly dashboard of brand mentions across AI answers, built for marketing teams who report on a trend. Agencies sell a retainer that bundles measurement with the work. A one-off audit sells the measurement itself: one fixed-price report telling you whether engines name you today, who they name instead, and what to change. Most single businesses need the third and are sold the first.
The three shapes, side by side
| Continuous platform | Agency retainer | One-off audit | |
|---|---|---|---|
| Typical buyer | In-house marketing team | Business with budget and no time | Owner or operator wanting a number |
| Commitment | Monthly subscription | Monthly retainer | Single payment |
| Best at | Trend over time, many brands | Doing the work for you | One defensible measurement |
| Weak at | Cost for a single site checked once | Separating measurement from sales | Showing movement week to week |
| You end up with | A dashboard | A relationship | A report and the raw data |
None of these is dishonest by shape. The mismatch is buying a recurring trend line when the question you have is 'am I in the answers at all', and buying a single snapshot when your job is to report monthly.
Who is in the category
Continuous AI visibility platforms — Profound, Peec AI, Otterly.ai and a growing field of others — track brand mentions across AI answers on a subscription, generally aimed at teams with several brands or markets to watch. Traditional SEO suites have added AI-answer modules to existing subscriptions. Agencies increasingly package AEO work into retainers. Grascada sits in the fourth slot: one measurement, fixed price, evidence attached, no ongoing commitment.
We will say plainly which side of that line you are on. If you need a weekly trend across several brands, a tracking subscription is the correct purchase and a one-off report is not.
How to judge any of them
- Does it store every answer verbatim with a timestamp, or only a score? A score you cannot trace is a number you cannot defend.
- Does it show the sources each engine cited, or just the mentions?
- Does it merge entities? A tool that counts a trading name, a legal name and a branch as three businesses will misrank your market.
- Do its figures reconcile? If the leaderboard total and the headline count disagree, neither is usable.
- Does it export raw data? If you cannot check a figure yourself, you are trusting the vendor's arithmetic.
- Does it promise placement? If it does, discount everything else it says — nobody controls model output.
What Grascada is, precisely
One report, one payment, no subscription. 30 buyer questions across ChatGPT, Gemini, Claude and Perplexity — 120 recorded answers — with entity merging, reconciled figures, an engine-confidence score, every cited source domain, an 11-point readiness check of your own site with the specific fixes, and a CSV of the underlying answers. A complete released run is free to read, with nothing withheld and no sign-in, so you can judge the depth before paying for your own.
Common questions
Which AI visibility tool is best for a small business?
It depends on whether you need a number once or a trend line forever. A single owner-operated business usually needs to know where it stands and what to fix, which a one-off audit answers for a fixed price. A marketing team reporting monthly on brand mentions needs continuous tracking, and a subscription platform is the right tool for that.
Are AI visibility tools worth paying for?
The measurement is worth paying for if it changes a decision — if you would act differently knowing that no engine names you, or that a competitor is named in most answers. It is not worth paying for as a dashboard you look at twice. Anything promising to get you recommended is worth nothing, because no one controls model output.
Can I do this myself for free?
Yes, up to a point. Asking your own buyer questions across four engines from logged-out sessions costs nothing but time, and it is a legitimate first check. It stops being reliable at small sample sizes, and it does not scale to a repeatable measurement with evidence attached.
What should a report include for the price to be defensible?
Every answer stored verbatim with its timestamp, the sources each engine cited, entity merging so one business is not counted as three, a single reconciled set of figures rather than metrics that contradict each other, and an export of the raw data so you can check any number yourself.
Read a complete report, then decide.
A full released run is free to read — no sign-in, nothing withheld.