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AI Visibility Scorecard

Commercial Kitchen Maintenance

Commercial Kitchen Maintenance

Unclaimed

crescentmachineworks.com · Food & Beverage

Borderline visible. AI bots can crawl Commercial Kitchen Maintenance, 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

#816,102 of 1,354,489 in Food & Beverage for AI visibility

3.9

/10

AEO Score

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About Commercial Kitchen Maintenance

from our crawl and measurement

"Crescent Machine Works Inc. in Spokane, WA is your local provider of commercial kitchen and restaurant maintenance and repair. Give us a call today!." That is how Commercial Kitchen Maintenance introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.

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

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

Industry · Food & Beverage
Last scored · Aug 9, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

9

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

10

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

1

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 3.9/10, Commercial Kitchen Maintenance is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Commercial Kitchen Maintenance

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Commercial Kitchen Maintenance: 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 9, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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