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AI recommendation audit

See if AI recommends your business or your competitors.

Run a free AI visibility audit across ChatGPT, Gemini, Perplexity, and Google AI results.

Clerk-verified email access20 buyer-intent promptsSaved to your dashboard

Acme AI visibility audit

20 prompts / United States / B2B SaaS

CChatGPTGGeminiPPerplexityAIGoogle AI

Visibility score

18/100

Your brand appears in 2 of 20 buying answers. The category leader appears in 14.

How scoring works

Prompt result

Evidence

best AI visibility tools for B2B SaaS

ChatGPT

Not mentionedG2 category page

which agency can improve brand mentions in AI answers

Perplexity

Competitor citedAgency roundup

AI search monitoring for marketing teams

Gemini

Mentioned #4Your comparison page

Highest-impact gap

Three cited category pages do not include your brand.

Those pages support 9 of the 18 answers where a competitor is recommended.

Recommended fix

Repair third-party profiles, then publish one evidence-led comparison page.

Diagnosis: evidence gap, not a crawling problemCONFIDENCE 0.86

20

buyer-intent prompts

4

answer engines

Source

level evidence map

5-10

prioritized fixes

The actual problem

A rank tracker cannot tell you who made the shortlist.

AI answers collapse discovery, comparison, and recommendation into one response. If your company is absent, the buyer may never reach your website. We audit the answer, the evidence behind it, and the competitor that inherited the demand.

Read the audit methodology

What a weak report says

“Publish more content and add schema.”

What this report says

“You are missing from 14 of 20 prompts because three cited category pages omit you and your pricing claim is inconsistent.”

Five ways we find the leak

Diagnose before you publish.

Our point of view is simple: most AI visibility work starts too late. Teams produce content before proving which source, claim, or entity signal caused the omission.

01Measure the recommendation gapTest purchase-intent questions by market, use case, and buyer constraint. Count recommendations, not decorative brand mentions.02Reverse-engineer competitor winsSeparate brand authority, product proof, and third-party validation so you know why another company keeps making the shortlist.03Audit each answer engineTreat ChatGPT, Gemini, Perplexity, and Google AI as different research environments with different source behavior.04Map the missing evidenceFind the lists, reviews, directories, forums, and first-party pages that support the answer while excluding your brand.05Ship the smallest credible fixPrioritize factual repairs and evidence gaps before publishing another generic article AI systems have no reason to cite.

Missing source map

AI did not “forget” you. It found stronger evidence elsewhere.

Recommendation answers are assembled from claims that can be found, checked, compared, and repeated. The source map turns every competitor citation into a concrete acquisition target.

01Category listsDefines the shortlistG2, Clutch, industry media
02Primary proofJustifies the claimCase studies, docs, benchmarks
03Independent opinionAdds confidenceReddit, reviews, expert roundups
04Entity dataConfirms the factsProfiles, directories, business listings
See the source-mapping framework

Built around buying questions

Different markets fail for different reasons.

We start narrow because “AI visibility” without a buyer, place, use case, or constraint is an empty metric.

01

B2B SaaS

Win category, alternative, and use-case shortlists.

02

SEO agencies

Turn invisible brands into a measurable service line.

03

Law firms

Catch stale directory facts and local recommendation gaps.

04

Dentists

Audit local, service, insurance, and urgency prompts.

Research library

Practical answers to the questions behind the score.

No folklore, no promises that schema alone will make a model love your brand. Each guide separates verified platform facts, observed patterns, and our operating judgment.

AI visibility auditWhat to test, count, and diagnoseWhy AI recommends competitorsThe evidence hierarchy behind a shortlistChatGPT vs Gemini vs PerplexityWhy one prompt produces three different source setsAI visibility score methodologyThe formula, weights, limits, and confidence rulesAI search fix planA 30-day order of operations

From signal to repair

Start with proof. Pay for depth only when the gap is real.

Free audit

$0

A fast signal before you invest.

20 prompt sample
Visibility score
Top competitor gap
Run free audit

Full audit

Most useful
$499

The complete evidence and opportunity map.

Cross-platform prompt set
Source-level diagnosis
Prioritized fix plan
Request full audit

Fix plan

$1,500+/month

We repair the pages and signals behind the score.

Content and comparison pages
Schema and entity repair
Monthly monitoring
Talk to us
AnswerMentions

Find out whether AI recommends your company, who it recommends instead, and which evidence will change the answer.

[email protected]

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Built for evidence, not prompt tricks.