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AI Visibility Scorecard
IDEA
ideas4eng.com · Professional Services
Somewhat visible. AI bots can read IDEA, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI
#87,345 of 484,226 in Professional Services for AI visibility
5.4
/10
AEO Score
About IDEA
from our crawl and measurement
"IDEA is a full-service engineering firm offering diverse and comprehensive services from the earliest stages of a potential process to the design and startup of a full-scale plant." That is how IDEA of Dover, New Hampshire introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places, missing in others.
On the page, the fundamentals are in place: structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models, a sitemap.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
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 5.4/10, IDEA has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for IDEA
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for IDEA.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ideas4eng
Cite this score: Engagemii (2026). "AEO Score for IDEA." Retrieved from https://engagemii.com/aeo/brands/ideas4eng
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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