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AI Visibility Scorecard
device-engineering.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Device Engineering and Product Design, 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
Meta AI · Claude
#104,154 of 237,051 in Manufacturing & Industrial for AI visibility
4.8
/10
AEO Score
from our crawl and measurement
"We provide Product Design & Device Engineering Services in Monterey Park CA and Los Angeles CA. We specialize in mechanical/ electromechanical product development of kitchenware, sporting." That is how Device Engineering and Product Design of Monterey Park, Ca introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
10
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
7
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 4.8/10, Device Engineering and Product Design is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Device Engineering and Product Design
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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/device-engineering
Cite this score: Engagemii (2026). "AEO Score for Device Engineering and Product Design." Retrieved from https://engagemii.com/aeo/brands/device-engineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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