AI VISIBILITY SCOREAS OF 2026-07-31 · ENGAGEMII INDEX
3.1/ 10

#2,154,335 OF 2,693,547 IN TECHNOLOGY

SCORE HISTORY BEGINS 2026-07-23

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

Middle Class Lite

Middle Class Lite

Unclaimed

middleclasslite.com · Technology

Borderline visible. AI bots can crawl Middle Class Lite, 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

#2,154,335 of 2,693,547 in Technology for AI visibility

3

AEO Visibility

i

Near-invisible · 3.1/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About Middle Class Lite

from our crawl and measurement

"I was about to try and see if you were on there but no worries." That is how Middle Class Lite introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.9 out of 10.

Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.

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

Industry · Technology
Last scored · Jul 31, 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

3

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

5

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

AI Discoverability

4

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

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 3.1/10, Middle Class Lite is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Middle Class Lite: 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 July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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