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AI Visibility Scorecard

mmforward.com

mmforward.com

Unclaimed

mmforward.com · E-commerce

Somewhat visible. AI bots can read mmforward.com, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

Claude · Meta AI

#177,976 of 655,467 in E-commerce for AI visibility

5.1

/10

AEO Score

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About mmforward.com

from our crawl and measurement

"M AND M FORWARDING of Buffalo The shipment consolidation and distribution resource between Canada and the United States on the Buffalo Niagara gateway." That is how mmforward.com of Tonawanda, NY introduces itself. Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.

Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.

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

Industry · E-commerce
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

8

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

8

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 5.1/10, mmforward.com has a working base to build on - fixable, and the signals above are where to start.

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Picked for mmforward.com: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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