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Test AI search for your product brands

How is AI talking about your products?

Buyers now ask ChatGPT, Perplexity, Claude, Gemini, and all leading AI engines what to buy and get one answer with a few cited sources. Most brands are invisible in that answer. See where you stand in seconds.

Results in seconds. No login. No email. No credit card.

Prefer a walkthrough?Get a demo
ChatGPTPerplexityPerplexityGeminiGeminiGoogle AIGoogle AIClaudeClaudeCopilotCopilotMetaMetaDeepSeekDeepSeekGrok... and more
lbox.com/aeo-results
AEO Readiness ReportSample
13
Overall AEO score
18
Direct answers
22
Supporting evidence
31
Product labeling
14
Machine readable
Direct answers18%
Supporting evidence22%
Product labeling31%
Machine readable14%
86 evaluations. 17 ranking signals.Needs work

Every test runs 86 evaluations across 17 ranking signals

Scored against the LBOX AEO Standard v1.0, a 35 criterion page specification

Re-scored continuously as the engines change

Buyers stopped searching, and started asking.

AI is now the preferred way to decide what to buy. 44 percent of buyers trust it over Google, and brands that are not in the answer can lose up to half their search traffic. One answer. A few cited sources. Either you are in them, or you are not.

44%vs31%
prefer AI over Google to decide what to buy
+54%
non AI traffic
May 2025
+54%
May 2026
AI-referred shopping traffic, year over year
20-50%
of search traffic brands lose if they are not in AI answers

Sources: McKinsey, Winning in the age of AI search, 2025. AI-referral figure: Adobe Analytics, 2026.

Case study

The same product. The same questions. Better answers.

Push'ums by HangNailz, the original manufacturer page, scored against the Standard, then rebuilt on LBOX.

9%

Before

their page

+758% stronger
76%

After

the rebuilt page

Scored across 86 evaluations and 17 ranking signals against the LBOX AEO Standard v1.0. Before is the original manufacturer page. After is the rebuilt page.

Case study

A different category. The same Standard.

Maeving RM1S, an electric motorcycle, scored on its manufacturer page against the Standard, then rebuilt on LBOX.

18%

Before

their page

+361% stronger
82%

After

the rebuilt page

Scored across 86 evaluations and 17 ranking signals against the LBOX AEO Standard v1.0. Before is the original manufacturer page. After is the rebuilt page.

They tell you what to fix. We publish the page AI cites.

Diagnosis vs the fix

Every AI visibility tool hands you a checklist and stops. Your team still has to build the fix. We publish it.

Domain vs product

Brand-level dashboards average away the truth. Buyers ask about products. We test and fix at the product level.

Advice vs asset

A report expires. A hosted, indexable, always-current page compounds. And it routes buyer demand straight to your inbox.

Direct answers18
Product labeling31
13%
Machine readable14
86 evaluations

The Instant Test

Enter your product and see its AEO score in under a minute. The only free test that works at the product level.

Who AI cites instead of you

reddit.comForum
14 answers
electrek.coReview site
11 answers
zeromotorcycles.comCompetitor
9 answers

The Citation Report

See exactly who AI cites instead of you, the buyer questions you are absent from, and what AI actually said.

lbox.com/products/your-product
AI-ready

The Published Page

A hosted, indexable product page built to answer the measured questions. Purpose-built to be cited.

35 evaluation criteria
17 ranking signals
Auto-updated on engine change
LBOX AEO Standard · v1.0
AEOSTANDARD

LBOX AEO Standard

v1.0 · 35 criteria

Always Current

When the engines change, we update the Standard once and every published page follows. You do nothing.

How it works

01: Test

Enter your company website. We find your product and score it in seconds. The only free test in the category that works at the product level, not just the domain.

Product levelNo loginSeconds
lbox.com/aeo-results
AEO Readiness ReportSample
13
Overall AEO score
18
Direct answers
22
Supporting evidence
31
Product labeling
14
Machine readable
Direct answers18%
Supporting evidence22%
Product labeling31%
Machine readable14%
86 evaluations. 17 ranking signals.Needs work

02: See the gap

The full report names who AI cites instead of you and the exact buyer questions AI answers without you, with the AI answers quoted.

Named winnersReal AI answersBuyer questions
lbox.com/aeo-results

Who AI cites instead of you

AI cited 3 competitors and 2 platforms instead of you

reddit.comForum
14 answers
electrek.coReview site
11 answers
zeromotorcycles.comCompetitor
9 answers
youtube.comPlatform
7 answers
rideapart.comReview site
5 answers

Questions you are absent from

AI answered these real buyer questions without you:

1.Is the BMW CE 02 street legal without a motorcycle license?
2.How does the CE 02 compare to the Vespa Elettrica for range?
3.What is the real world top speed of the BMW CE 02?

03: Publish the page

We publish a hosted, indexable page built to answer the measured questions, keep it current, and re-score it as the engines change. Others sell advice. You get the asset.

Hosted and indexableKept currentRouted inquiries
lbox.com/products/bmw-ce-02
Published product page for the BMW CE 02 electric scooter showing the hero image, price, description, and technical specifications.

The product

You do not get a checklist. You get the finished page.

Other tools audit your website and hand you homework. LBOX hands you the asset: a finished, structured, publishable product page that is purpose-built to be cited, hosted where buyers and AI engines already look. When the requirements change, we update the standard once and every published page follows. You do nothing.

  • Answer-first summary written for extraction
  • Normalized technical specifications
  • Real buyer questions, answered on the page
  • Machine-readable structure throughout
Published product page for the BMW CE 02 electric scooter showing the hero image, price, description, and technical specifications.

An honest score. A frozen before. A visible after.

There is no industry standard for AI search visibility, so we built ours in the open: structured-data correctness per the public standards, the content levers shown to move generative visibility in peer-reviewed research, and repeated runs reported as a range because engines do not answer the same way twice. Your first score is frozen as the permanent before. Every gain is measured against it and shown to you. We would rather show you a smaller honest number than a bigger invented one.

Beyond visibility

Being the answer is the start. LBOX routes what follows.

Submit an Offer to BMW Motorrad modal showing target price per unit with MSRP comparison and Pricing Assistant badge, delivery preference dropdown, and target delivery date field.

Verified buyer offers

Buyers on LBOX verify their identity before they can make an offer. What reaches you is a real person, a real company, and a real request. No more mystery calls.

People directory showing 358 buyer results with filters for industry, job title, seniority, and location.

Find the buyers first

Reach decision makers with full product context, drawn from the same catalog buyers already search.

Manufacturer product catalog grid showing 16 featured BMW Motorrad products with edit and reorder controls.

Your catalog, your page, your data

Manage your products, your company page, your images and your answers in one place. Corrections publish everywhere at once.

Pricing

Pricing built for brand owners.

Publish AI-ready pages, retest your visibility over time, and get verified buyer offers routed to you. See the current plans on the pricing page.

See pricing

Your buyers are already asking.

Results in seconds. No login. No email. No credit card.

Questions

No. Traditional SEO targets the search results page. This targets the AI answer. They measure different things and they compound on each other. Most brands will run both, but the AI answer is where buyer intent is shifting fastest.