AI visibility score
3.6/ 10Weak

#466,123 of 739,052 in E-commerce

As of 2026-08-11 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Neat Components B2B

Neat Components B2B

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neat-componentsb2b.com · E-commerce

Borderline visible. AI bots can crawl Neat Components B2B, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

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AI engines read this profile 5 times

Meta AI · Claude · ShapBot

#466,123 of 739,052 in E-commerce for AI visibility

<1

AI Naming Predictability

i

Rarely named · <1/100

Top 89% of E-commerce

4

AEO Visibility

i

Near-invisible · 3.6/10

40

Muse Index Score

i

AI agent readiness

Transactable · 40/100

0

AI Adoption

i

None detected · 0/100

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About Neat Components B2B

from our crawl and measurement

Neat Components B2B describes itself simply: "No complaints at all about the product, it works as advertised, it is solid and very slick.Can only recommend." When AI engines look at it, they find little to work with. It scores 3.6 out of 10.

Our crawl found structured data on the page (BreadcrumbList, WebSite, Organization), an llms.txt file for AI models and a sitemap.

Industry · E-commerce
Last scored · Aug 11, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Fair

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Fair

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Fair

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.6/10, Neat Components B2B is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→
Picked for Neat Components B2B: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Neat Components B2B lists 429 products, 429 in stock, priced 10.34 to 747.50.

Show all 429 products

Machine-readable copy: the product feed (JSON).

Source & Attribution

Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/neat-componentsb2b

Cite this score: Engagemii (2026). "AEO Score for Neat Components B2B." Retrieved from https://engagemii.com/aeo/brands/neat-componentsb2b

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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