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AI Visibility Scorecard
Mila Spec
milacanada.com · Nonprofits
Borderline visible. AI bots can crawl Mila Spec, 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 6 times
Meta AI · Apple Intelligence · Claude
#419,725 of 775,744 in Nonprofits for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Mila Spec
from our crawl and measurement
Mila Spec, based in Montrã©Al, QC, describes itself simply: "Chez Mila Spec., spécialiste du nettoyage de filtres à particules (FAP/DPF) à Montréal, nous aidons à réduire les temps d’immobilisation, à améliorer l’efficacité énergétique des moteurs." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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
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 4.6/10, Mila Spec is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mila Spec
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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 Mila Spec.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/milacanada
Cite this score: Engagemii (2026). "AEO Score for Mila Spec." Retrieved from https://engagemii.com/aeo/brands/milacanada
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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