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AI Visibility Scorecard

MoSoap

MoSoap

Unclaimed

mosoaper.com

Borderline visible. AI bots can crawl MoSoap, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

4.4

/10

AEO Score

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About MoSoap

from our crawl and measurement

MoSoap is a business whose own site puts it this way: "Buy vintage style lye soap and pine tar soaps, black herbal salves and more. American made, small town Missouri is the home of MoSoap.com." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.

Our crawl found structured data on the page (Organization). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.

Last scored · Aug 17, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

7

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

9

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

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The exact fixes for MoSoap

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for MoSoap: 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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Free signup unlocks the full article plus your personalized AEO fix list for MoSoap.

Source & Attribution

Scored by Engagemii on August 17, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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