Tool or agency

AI visibility tool, or an agency?

A tool shows how assistants describe you. It does not change the answer. Know which half of the problem you have.

The short answer

Buy a tool if you can act on what it shows and only lack sight of the problem. Buy an agency or consultant if the diagnosis is clear and nobody has the hours or skill to rewrite pages and correct sources. The expensive mistake is agency rates for a dashboard with a monthly call.

What ranked on 23 September 2026: Results are tool vendors, tool listicles written by vendors, and agencies. Almost nothing compares the two, because almost everyone publishing sells one.

Last reviewed 19 October 2026 · 4 sources

Two different purchases

They are sold as alternatives and are not. One is measurement. The other is labour.

A tool samples prompts on a schedule and reports mentions and sources
An agency should edit, restructure and correct third-party sources
One competent in-house person can run either, the cheapest and least sold option
A tool has a floor price. Agency pricing is published almost nowhere
Tool output only matters if someone acts on it that month

Claim and reality

Things that sound right and are not.

Flip a card for what is actually true.

Claim
The tool includes recommendations, so we do not need help.
Claim
The agency includes monitoring, so we do not need a tool.
Claim
We will do both to be safe.

Where to start

In order. Tick as you go, or copy the list.

0 of 5 done

Sample your own prompt set by hand for two weeks. It is free and shows which half you have.
If answers are wrong on facts, the work is editing and source correction. If right but never naming you, it is authority.
Buy a tool when manual sampling stops being practical. Keep the account in your name.
Buy labour against a written scope with execution included, not a monthly report.
Rerun the same prompts monthly so a model update is distinguishable from your work.

Questions

Asked most.

Are AI visibility tools accurate?

They sample a non-deterministic system, so read the output as a survey. Keeping one fixed method matters more than picking the best vendor.

What should a tool cost compared with an agency?

Tools publish prices and agencies rarely do. Compare what changes on your site in month one.

Can we start with neither?

Yes. A spreadsheet and a fixed prompt list run monthly is a legitimate baseline and costs an hour.

Evidence, labelled

What is confirmed, what is reported, what is a hunch.

Each claim is labelled and sourced. Google rows speak only for Google.

Last reviewed 19 October 2026 · 4 sources

Confirmed: Stated in the platform's own documentation or measured in published data.
Reported: Third-party study or vendor data. Method and conflicts noted.
Hypothesis: Plausible and common advice. No controlled public evidence.

Tool numbers are survey results, not counts.
Reported
Same prompt, same brand list in under 1 in 100 runs. The authors advise 60 to 100 runs per prompt. Not peer reviewed.
SparkToro study, via SEJ (opens in a new tab)
First-party reporting already exists.
Confirmed
Google shows AI impressions in Search Console. Bing shows citations and grounding queries. Check before paying for a restated dashboard.
Google, AI performance reports (opens in a new tab) source 1Bing, AI Performance (opens in a new tab) source 2
No third party can see inside Google's AI.
Confirmed
Google says no third-party tool has access to its ranking or AI systems.
Google, AI optimization guide (opens in a new tab)
Tool recommendations are generic.
Hypothesis
My reading of tool output. No public comparison found.
No public source

Sources, fetched 19 October 2026

01AI recommendations change with nearly every query (SparkToro and Gumshoe study) (opens in a new tab)Search Engine Journal · 30 Jan 2026
02Introducing Search Generative AI performance reports in Search Console (opens in a new tab)Google Search Central Blog · 3 Jun 2026
03Introducing AI Performance in Bing Webmaster Tools (public preview) (opens in a new tab)Bing Webmaster Blog · 10 Feb 2026
04Optimizing your website for generative AI features on Google Search (opens in a new tab)Google Search Central · Updated 10 Jul 2026

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