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AI VISIBILITY SCOREAS OF 2026-08-07 · ENGAGEMII INDEX
4.4/ 10

#337,421 OF 729,071 IN E-COMMERCE

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

MLBA Products

MLBA Products

Unclaimed

mlbainc.com · E-commerce

Borderline visible. AI bots can crawl MLBA Products, 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.

AI engines read this profile 2 times

Claude

#337,421 of 729,071 in E-commerce for AI visibility

4

AEO Visibility

i

Borderline · 4.4/10

25

Muse Index Score

i

AI agent readiness

Basic · 25/100

0

AI Adoption

i

None detected · 0/100

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About MLBA Products

from our crawl and measurement

"Order HCM Cigar Beads from MLBA Products for long-lasting humidor humidity control and protective finger bags for cigar storage." That is how MLBA Products introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.

Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · E-commerce
Last scored · Aug 7, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Fair

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Good

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

Good

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

AI Discoverability

Strong

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 4.4/10, MLBA Products is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

Why Use Our Finger Bags?

Our Finger (Compartment) Bags are made of 3 mil polyethylene -- significantly thicker than other bags. The bags are resealable (for easy reuse) with single-track, durable zipper. The ends of the zipper are spot-welded for extra reliability.They will protect your cigars and keep them from drying out in transit or storage (leave the bags unsealed in your humidor).

Is this your brand?

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The exact fixes for MLBA Products

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Picked for MLBA Products: 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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Source & Attribution

Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/mlbainc

Cite this score: Engagemii (2026). "AEO Score for MLBA Products." Retrieved from https://engagemii.com/aeo/brands/mlbainc

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

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