AI VISIBILITY SCOREAS OF 2026-08-08 · ENGAGEMII INDEX
3.1/ 10

▼ 0.9 since Jul 2026

#1,671,773 OF 1,963,627 IN MEDIA & ENTERTAINMENT

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

Retro Mechanical Labs

Retro Mechanical Labs

Unclaimed

rmlfx.com · Media & Entertainment

Borderline visible. AI bots can crawl Retro Mechanical Labs, 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 1 times

Claude

#1,671,773 of 1,963,627 in Media & Entertainment for AI visibility

3

AEO Visibility

i

Near-invisible · 3.1/10

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 Retro Mechanical Labs

from our crawl and measurement

Retro Mechanical Labs is a business whose own site puts it this way: "RMLfx 2026 Site not run by AI.Make every day a really good day.Distortion." As far as answer engines are concerned it may as well not exist yet: 2.8 out of 10.

The site is missing structured data describing the business, an llms.txt file and a sitemap.

Industry · Media & Entertainment
Last scored · Aug 8, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

Clear headings and answer-style content.

Entity Clarity

Weak

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

Fair

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 3.1/10, Retro Mechanical Labs is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Retro Mechanical Labs: 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 8, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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