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AI Visibility Scorecard
meceng.com · Professional Services
Borderline visible. AI bots can crawl Mechanical Engineering Consultants Inc. - Expertise in engineering since 1995, 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 3 times
Apple Intelligence · Claude
#162,048 of 488,735 in Professional Services for AI visibility
5
/10
AEO Score
from our crawl and measurement
Mechanical Engineering Consultants Inc. describes itself simply: "Mechanical Engineering Consultants, Inc. (MEC) is a California S corporation specializing in engineering, design and specification writing for the construction of mechanical and plumbing." Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
6
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.
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 5/10, Mechanical Engineering Consultants Inc. - Expertise in engineering since 1995 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mechanical Engineering Consultants Inc. - Expertise in engineering since 1995
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/meceng
Cite this score: Engagemii (2026). "AEO Score for Mechanical Engineering Consultants Inc. - Expertise in engineering since 1995." Retrieved from https://engagemii.com/aeo/brands/meceng
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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