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AI Visibility Scorecard
lucidream.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Lucidream Design | Industrial Design - Product Design and Development, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Meta AI · Claude · Apple Intelligence
#2,167 of 235,763 in Manufacturing & Industrial for AI visibility
6.5
/10
AEO Score
from our crawl and measurement
"Unlock the potential of your products with an industrial designer in Montreal. Specializing in advanced manufacturing and design." That is how Lucidream Design of Montreal, Quebec introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and an llms.txt file for AI models. It is missing a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
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
3
Social discussion and mentions.
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 6.5/10, Lucidream Design | Industrial Design - Product Design and Development has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lucidream Design | Industrial Design - Product Design and Development
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lucidream
Cite this score: Engagemii (2026). "AEO Score for Lucidream Design | Industrial Design - Product Design and Development." Retrieved from https://engagemii.com/aeo/brands/lucidream
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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