AI-readiness report

How ready is autoecolemtl.com for AI search?

0
AI-search visibility
Out of 100. The average of the AEO, GEO and GSO scores below. The overall score adds classic SEO and the rest of the audit. What AI answers actually said is further down.
20
Overall AI-readiness score · Education & courses
SEO
57/100
Measured
AI crawlability
14/100
Measured
AEO
0/100
AI estimate
GEO
0/100
AI estimate
GSO
0/100
AI estimate
Content quality
30/100
Measured
Performance
64/100
Measured
Design
38/100
AI estimate
Accessibility
70/100
Measured
Security
76/100
Measured

Does an assistant that searches the web name you?

0/4 answers named you
Who it recommends instead Formation professionnelle des Navigateurs 3/4CEGEP Garneau 2/4Centre de formation professionnelle de Québec 2/4Cégep Sept-Îles - Centre de formation continue 2/4Institut de tourisme et d'hôtellerie du Québec (ITHQ) 2/4
“meilleur centre de formation au Canada”not named It recommended instead: Centre de formation professionnelle de Québec · Faculté de l’apprentissage continu, Université de Montréal · CEGEP Garneau
“quelles sont mes options pour un centre de formation au Canada ?”not named It recommended instead: Formation professionnelle des Navigateurs
“où trouver un bon centre de formation au Canada ?”not named It recommended instead: Centre de formation professionnelle de Québec · Formation professionnelle des Navigateurs · Centre d’éducation des adultes des Navigateurs
“quel centre de formation recommandes-tu au Canada ?”not named It recommended instead: Formation professionnelle des Navigateurs · Centre de formation professionnelle de Mont-Laurier · Cégep Sept-Îles - Centre de formation continue

Answered today by a language model from a live web search. Search results change, so a re-run can differ.

Does the model remember you?

0/4 answers named you
Who takes your answer British Columbia Institute of Technology (BCIT) 4/4George Brown College 4/4Seneca College 4/4McGill University - Continuing Education 3/4Algonquin College 2/4
“meilleur centre de formation au Canada”not named It named instead: British Columbia Institute of Technology (BCIT) · University of Toronto School of Continuing Studies · McGill University Continuing Education
“quelles sont mes options pour un centre de formation au Canada ?”not named It named instead: George Brown College · Seneca College · British Columbia Institute of Technology (BCIT)
“où trouver un bon centre de formation au Canada ?”not named It named instead: George Brown College · British Columbia Institute of Technology (BCIT) · Seneca College
“quel centre de formation recommandes-tu au Canada ?”not named It named instead: École de technologie supérieure (ÉTS) · George Brown College · British Columbia Institute of Technology (BCIT)

Asked of a language model without live browsing — what the model has absorbed about this market, not a search result fetched today.

Would an assistant find you today?

0/4 searches surfaced your page
Whose pages it would read instead taformation.ca 3/4cecsi.ca 2/4fc.cegepgarneau.ca 2/4ithq.qc.ca 2/4
“meilleur centre de formation au Canada”not found It would read instead: fac.umontreal.ca · fc.cegepgarneau.ca · ithq.qc.ca
“quelles sont mes options pour un centre de formation au Canada ?”not found It would read instead: w05.educanada.ca · oiefp.ca · taformation.ca
“où trouver un bon centre de formation au Canada ?”not found It would read instead: fc.cegepgarneau.ca · taformation.ca · cecsi.ca
“quel centre de formation recommandes-tu au Canada ?”not found It would read instead: cfpml.qc.ca · cecsi.ca · ithq.qc.ca
Pages that list businesses cfpquebec.cssc.gouv.qc.ca 2/4canada.cacentre-yves-theriault.cssdm.gouv.qc.cacssdn.gouv.qc.caquebec.ca

Being listed on these puts you where an assistant reads before it answers. None of them does the work you do.

Put to a live web search — the pages an assistant reads before answering. Absent from these results it cannot cite you; present, it still might not.

Security scores high while AI‑readiness is at zero

Your site’s strongest point is Security at 76/100, indicating robust protection for users and data. The most costly gap is AI‑citation readiness (GEO) at 0/100, meaning the content cannot be referenced by AI systems, which blocks visibility in emerging AI‑driven search and answer platforms. Implementing self‑contained, citable passages throughout the site will immediately boost GEO and unlock AI‑search and answer opportunities.

We had an assistant read your site.

Ask it what a customer would ask you. It answers only with what is written on the pages of autoecolemtl.com.

Assistant for Auto École MTLAnswers from autoecolemtl.com

Hello! I’m the assistant for Auto École MTL. What would you like to know?

A Tadaaah demo. This is an AI assistant: it can make mistakes.

What it will read1 pages
autoecolemtl.com/

Auto École MTL

Not read yetPage 1 of 1
  • /
This assistant, on your own site.It answers only from your pages. When it doesn’t know, it says so and gives your number.

$29 CADa month, on top of PRO

  1. Leave your email. Nothing to pay now.
  2. We write to you within 2 business days to set it up on your site with you.
  3. You pay $29 CAD a month, on top of PRO, only once it’s answering on your site.

What to fix

Write self-contained, citable passages

No paragraph in the ~100-200 word "citable passage" range was found; AI engines prefer to lift complete, context-free passages.

Do: Restructure key sections into standalone paragraphs (~130-170 words) that make sense without surrounding context.

Add FAQPage structured data (minor)

No FAQPage/QAPage JSON-LD with answered questions was found on the page.

Do: Wrap your most-asked questions in FAQPage JSON-LD with the full question and answer text, matching what a visitor can actually read on the page.

Cite credible outbound sources

No outbound links to authoritative domains (.gov/.edu, research, major publishers) were found.

Do: Support factual claims with links to primary, authoritative sources.

Expose machine-readable publish/update dates

No <time datetime> or article:published_time/modified_time meta was found.

Do: Add datePublished/dateModified to Article schema and a visible "Last updated" date.

Found on the pages we crawled
  • high 1 page(s) have no H1
  • medium 1 page(s) have no canonical tag

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