Methodology

How we verify pricing, and every correction we have made

This site publishes prices for 13 competing products, several of which compete directly with ours. That only has value if the figures are right and if you can see what happens when they are not. The rules are below, followed by a dated log of every correction made so far.

This page covers how we verify what we publish about other companies. For how the product itself scores a website and what its evidence means, see how Robot Visible measures AI visibility.

13

Products with published pricing

19 July 2026

Oldest price check on file

5

Corrections logged

How a price gets published

These are the working rules, not aspirations. The last one is enforced by an automated check that fails the build.

Prices come from the vendor's own page
Every figure is copied from the company's published pricing page. Third-party round-ups, sales decks and review sites are not used as price sources, because they are frequently stale and rarely dated.
Every figure carries the date it was checked
Vendors are re-checked at different times, so each row shows its own date rather than borrowing a single page-level claim that would overstate how fresh the oldest entry is.
A price is never inferred
If a vendor advertises a discount but does not publish the resulting figure, that figure does not get calculated and printed as though it were verified. This rule exists because we broke it once.
Currencies are never converted
These vendors bill in dollars, pounds and euros. Converting between them produces a number that changes daily and that the vendor never quoted, so prices stay in the currency they are published in.
No published price means exactly that
When a company does not publish pricing, the page says so and explains what is available instead. No estimate is substituted, however widely one is repeated elsewhere.
Only comparable units are compared
Tracked prompts, metered credits and bulk analysis volumes are different products. Cost-per-prompt figures cover only vendors publishing a comparable allowance, and the excluded ones are named.
Competitors are described in their own terms
Each comparison states what a competitor is genuinely good at before explaining where this product differs. A comparison a reader cannot trust about the competitor cannot be trusted about us either.
No structured data that misrepresents another company
Competitor prices are published in readable tables, never as schema.org Offer markup. Offer markup asserts that this site sells that product at that price, which would be false for every vendor listed.
Stale data fails the build
An automated check fails if any vendor's pricing has gone unverified for more than 45 days, so the maintenance claim on these pages is enforced rather than intended.

Corrections log

Every correction is listed here permanently, including what caused it. Entries are never edited or removed to make the record look better. Of the 5 logged so far, 2 reached the published site and 3 were caught in review before publication.

Was publishedFactual error

Peec AI pricing

What it said
Peec AI's entry plan was listed at $95 per month.
What is true
Peec AI publishes in euros, and its Starter plan is €85 per month. Both the figure and the currency were wrong. The full ladder is now published: Starter €85, Pro €205, Advanced €425, Enterprise custom. A claim that the Starter and Pro tiers carried country limits was also removed, because Peec publishes multi-country support only on Advanced.
Why it happened
The price was taken from a pricing page that renders its figures after load, so the tool used to read it returned partial content. The figure it produced was recorded and dated as verified instead of being treated as unreadable.
Was publishedFactual error

AthenaHQ annual price and plan name

What it said
AthenaHQ was listed at $295 per month, or $245 per month billed annually, on a plan called Self-serve.
What is true
AthenaHQ does not publish an annual figure, and the plan is called Starter. The $245 was almost exactly 17% below the monthly price, matching the advertised annual discount, so it appears to have been calculated rather than read. The annual figure has been removed and the plan renamed. AthenaHQ's free Essential tier is now shown as well.
Why it happened
A discount percentage was applied by hand and the result published as a verified price. Plausible arithmetic is not verification, and the resulting number was never on the vendor's page.
Caught before publishingFactual error

Kelsey pricing recorded as unpublished

What it said
Kelsey was recorded as publishing no pricing, offering only a free scan.
What is true
Kelsey publishes a full price list: Essential at $99 per month, Growth at $199 per month and Agency at $499 per month, with prompt allowances and content-brief volumes for each. The comparison was rewritten, because published pricing changed how the product compares.
Why it happened
Only the site's home page was checked. The pricing page was never requested, even though every other vendor in the set had its pricing page checked directly. Stating that a company publishes no pricing is a strong claim and it was made from weak evidence.
Caught before publishingFactual error

Semrush AI visibility availability and prices

What it said
AI visibility was described as included across all Semrush paid plans, with suite prices listed from $117.33 to $455.67 per month.
What is true
AI visibility is not included in every paid plan. The $139.95 SEO tier explicitly excludes AI search tracking, AI sentiment, AI visibility reports and custom prompt monitoring. AI tracking begins at $199 per month, and Semrush separately sells a standalone AI Visibility plan at $99 per month per domain that had been missed entirely. Monthly suite prices are $139.95, $199, $299 and $549.
Why it happened
Another partially rendered pricing page was treated as complete. The error was worse than a wrong number because it was a wrong claim: a reader following it could have bought a plan that does not include the feature they wanted.
Caught before publishingClarification

BrightEdge pricing source

What it said
BrightEdge was described as having no public pricing page, cited to its home page.
What is true
BrightEdge does have a product pricing page. It is a contact form carrying no figures. The conclusion that BrightEdge publishes no prices was correct, but the wording and the citation were both imprecise and are now exact.
Why it happened
A guessed URL returned a 404 and that was treated as evidence the page did not exist. Absence of a page at one address is not absence of the page.

Found something wrong?

If a price, allowance or description of your product is out of date or unfair, tell us and it gets checked against your own published pages. Corrections are made whether or not the company asks, and they are logged here either way.

hello@robotvisible.com

See the pricing this applies to

Published prices for every named AI visibility tool, each dated to when that vendor’s page was last checked.