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AI Visibility Scorecard

Transmission Supply:  Used Transmission & Transaxle Hard Parts

Transmission Supply: Used Transmission & Transaxle Hard Parts

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mmerlinn.com · Automotive

Borderline visible. AI bots can crawl Transmission Supply: Used Transmission & Transaxle Hard Parts, 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 4 times

Apple Intelligence · Claude · Meta AI

#167,097 of 340,824 in Automotive for AI visibility

4

AEO Visibility

i

Borderline · 4.4/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

0

AI Adoption

i

None detected · 0/100

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About Transmission Supply: Used Transmission & Transaxle Hard Parts

from our crawl and measurement

Transmission Supply: Used Transmission & Transaxle Hard Parts is a business whose own site puts it this way: "Supplier of used transmission and transaxle parts for passenger cars and light trucks to the transmission rebuilding industry since 1981." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.

On the page it is passable on basic crawler access. What holds it back is a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Automotive
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

2

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

9

Inbound links from other sites.

Domain Authority

1

Established authority for your domain.

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 4.4/10, Transmission Supply: Used Transmission & Transaxle Hard Parts is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Transmission Supply: Used Transmission & Transaxle Hard Parts: 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/mmerlinn

Cite this score: Engagemii (2026). "AEO Score for Transmission Supply: Used Transmission & Transaxle Hard Parts." Retrieved from https://engagemii.com/aeo/brands/mmerlinn

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

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