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Mila.ai SEO Analysis

Live report for Mila.ai — on-page score 84% and AI visibility 58%, across 63 checks.

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https://mila.ai
Live homepage screenshot of Mila.ai captured by SEOVally SEOVally Preview ⟳ Weekly refresh

SEO Report Full technical & on-page analysis of Mila.ai

Score guide 80–100% · Pass 50–79% · Warning <50% · Critical
On-Page SEO Score
84
SEO Score
0 Critical 2 Warnings 6 Sections
🤖 AI Visibility Score
58
AI Score
1 Critical 3 Warnings 5 Categories
🎯 Priority Fixes
📋 Page Snapshot
Open Mila.ai ↗
Title
Mila - Quebec Artificial Intelligence Institute
Meta description
Mila is a Montreal-based artificial intelligence research institute that brings together researchers from Université de Montréal, McGill University, Polytechnique Montréal and HEC Montréal.
H1 heading
Home
Word count
1,839 words
Internal / External links
0 / 244
Response time
2.06 sec
File size
102.5 KB
Language
en
📊 On-Page SEO Checks Tap a section to expand its individual checks.
Meta Data 12 passed
100% ▶
✓
Title Very important 3/3
iThe page title is: Mila - Quebec Artificial Intelligence Institute
✓The length of the page title is perfect. (266 pixels out of 580 max pixel length)
✓There are no duplicate words in the title.
✓
Meta description Very important 2/2
iThe meta description is: Mila is a Montreal-based artificial intelligence research institute that brings together researchers from Université de Montréal, McGill University, Polytechnique Montréal and HEC Montréal.
✓The length of the meta description is perfect. (870 pixels out of 1000 max pixel length)
✓
Crawlability Very important 1/1
✓There are no problems in accessing the page.
✓
Canonical link Important 2/2
iCanonical URL: https://mila.quebec/en
✓There is a valid canonical link specified.
✓
Language Low 4/4
iThe following language is defined in the HTML code: en
✓Language detected in text: en
iServer location could not be determined in single-URL mode.
✓
Alternate/hreflang links Low 1/1
✓2 alternate/hreflang link(s) found.
✓
Other meta tags Low 2/2
iThere is no rel=next meta tag on this page.
iThere is no rel=prev meta tag on this page.
✓
Domain Low 3/3
✓The domain is not a subdomain.
✓The domain length works well.
✓The domain name does not contain any non-Latin characters.
✓
Page URL Low 3/3
✓No parameters were found in the URL.
✓No session ID was found in the URL.
✓The URL does not have too many subdirectories.
✓
Charset encoding Low 1/1
✓The charset encoding (UTF-8) is set correctly.
✓
Doctype Nice to have 2/2
✓The doctype HTML 5 is set correctly.
✓The doctype is placed first in the HTML code.
✓
Favicon Nice to have 1/1
✓The favicon is linked correctly.
Page Quality 6 passed 1 warning 1 failed
70% ▶
!
Content Very important 6/11
✓These typos were found: cannot => cannot
✓The word count of 1839 words is fine.
i24.7% of the text are stop words.
✓Keywords used in the page title are also used in the page content. That's good!
✗Some words from the page title are not used within H1 headings.
✓The page contains 67 lists, which indicates good text structure.
✓18 paragraphs (text blocks) were found on this page.
✓The text content is perfect.
✓Placeholder text found:
✓4 duplicate paragraph(s) detected.
!The average sentence length of 31.91 words could be improved (aim for 10-25 words).
✓
Frames Very important 1/1
✓This page does not use a frameset.
✓
Mobile optimization Low 2/2
✓A viewport (width=device-width, initial-scale=1) is provided.
✓One or more Apple Touch icons are specified.
✓
Strong and bold tags Low 1/1
✓The usage of strong and bold tags is perfect (0 tags, recommended max ~36).
✗
Image SEO Low 0/1
✗11 of 34 images are missing ALT text.
✓
Social media Nice to have 1/1
✓Open Graph tags are properly configured for social sharing.
✓
Additional markup Nice to have 1/1
✗No additional page markup was found.
✓
HTTPS Low 2/2
✓This page uses HTTPS to protect the privacy and integrity of information exchanged.
✓All included files are also transferred via HTTPS.
Page Structure 2 passed
100% ▶
✓
H1 heading Very important 2/2
✓The H1 heading is perfect: "Home"
✓
Headings Important 1/1
✓The heading structure is perfect.
✓Heading levels used: H2, H2, H2, H2, H2, H2, H2, H2, H1, H2
Server Configuration 3 warnings
50% ▶
!
HTTP redirects Very important 1/2
iThe page redirects from https://mila.ai to https://mila.quebec/en
✓The redirect of URLs with www and non-www subdomain is configured correctly.
!
HTTP header Important 1/2
!X-Powered-By header is exposed: cyberdefense.ai. Consider removing it for security.
✓This page uses compression for data transfer.
!
Performance Low 1/2
iThe HTML page response time of 2.06 seconds exceeds the target of 0.4 seconds.
✓The file size of the HTML document is fine. (102.5 kB)
External Factors 1 passed
100% ▶
✓
Backlinks Very important 4/4
iBacklink data requires external API access. Full analysis available in the crawler app.
iThis page appears to have links from other websites.
iFor complete backlink analysis, use the dedicated Backlink Checker tool.
iBacklink quality and quantity affect domain authority and rankings.
🤖 AI Crawler Friendliness How well AI search engines & crawlers can access your content.
AI Bot Access Status — robots.txt
BotRobots.txt StatusDetail
OpenAI GPTBot⚠️ Partial
OpenAI ChatGPT-User⚠️ Partial
Anthropic ClaudeBot⚠️ Partial
Anthropic Claude-Web⚠️ Partial
PerplexityBot⚠️ Partial
Common Crawl CCBot⚠️ Partial
Google Extended⚠️ Partial
Apple Applebot-Extended⚠️ Partial
Amazon Amazonbot⚠️ Partial
iAll AI bots have access (allowed or not mentioned = default allowed).
✓Googlebot and AI bots have consistent access policies.
✗No llms.txt found. Add one at /llms.txt with H1 heading and site description links.
✓No AI-restrictive meta tags (noai, noimageai).
Why 50%? Page appears server-side rendered. All content directly accessible to AI crawlers.
✓Page appears server-side rendered. All content directly accessible to AI crawlers.
iOnly 2/22 headings have extractable answers. AI systems favor pages where each section answers its heading.
✗Q&A and definition patterns found in text but not schema-marked. Add FAQPage or HowTo JSON-LD.
iLow text density: 12.3%. Mostly code/scripts — little extractable text for AI.
Why 50%? No RSS/Atom feed found. Consider adding one for bot-consumable content.
✗No RSS/Atom feed found. Consider adding one for bot-consumable content.
✗No IndexNow support. Consider implementing for faster indexing.
✓XML sitemap found. Helps AI crawlers discover and prioritize pages.
✓Content licensing signal detected. Clear licensing helps AI determine usage rights.
✓HTTPS enabled. Secure connections preferred by AI crawlers.
Why 50%? Page type: faq. Found: Organization. Missing recommended: FAQPage, WebPage
✗Page type: faq. Found: Organization. Missing recommended: FAQPage, WebPage
✓1 valid JSON-LD block(s). No syntax errors detected.
✓Schema name "Mila" doesn't match page title "Mila - Quebec Artificial Intelligence Institute". Mismatches reduce AI trust.
Why 43%? Author byline found but no Person schema. Add JSON-LD Person for stronger AI trust signals.
✗Author byline found but no Person schema. Add JSON-LD Person for stronger AI trust signals.
✗No publication/update date found. Add visible dates + schema datePublished/dateModified.
i38 outbound links but none from highly authoritative domains (.edu, .gov, Wikipedia).
✓Organization/LocalBusiness schema found. Consistent entity info helps AI citation.
🧭 Deep SEO Audit 16 weighted categories · computed natively, no third-party API.
84/100
206
Internal Links
38
External Links
34
Images
11 KB
Images Size
11
Scripts
33 KB
Scripts Size
12,523
Text Size
11.94%
Text Ratio
📊 Audit Categories
16 weighted categories · click a category to expand its full row of checks.
✓
Title Tag Present PASS
Title tag found: "Mila - Quebec Artificial Intelligence Institute"
✓
Title Tag Length PASS
Title length is 47 characters (good)
✓
Meta Description Present PASS
Meta description found (189 chars)
!
Meta Description Length WARN
Meta description is 189 characters (recommended 50–160)
✓
Canonical URL Present PASS
Canonical URL found: https://mila.quebec/en
✓
Canonical URL Valid PASS
Canonical URL is valid: https://mila.quebec/en
✓
Viewport Meta Tag PASS
Viewport meta tag found
✓
Favicon Present PASS
Favicon found
✓
H1 Tag Present PASS
H1 found: "Home"
✓
Single H1 Tag PASS
Page has exactly one H1 tag
✓
Robots Meta Directives PASS
No restrictive robots directives found
✓
No Snippet Blocking PASS
Page allows search snippets
✓
Canonical Header Validation PASS
Canonical specified via single source
✓
Conflicting Canonical URLs PASS
At most one canonical source found
!
Canonical Not Pointing to Homepage WARN
This is the homepage
✓
Canonical Protocol Match PASS
Canonical protocol matches page protocol
✓
Canonical Loop Detection PASS
Canonical is self-referencing
✓
Canonical and Noindex Conflict PASS
Page does not have noindex directive
✓
Text-to-HTML Ratio PASS
Text-to-HTML ratio is 12.3% (minimum 10% recommended)
!
Meta Description Pixel Width WARN
Meta description may be truncated in SERPs: ~1120.8px (max 920px recommended)
✓
Word Count PASS
Page has 1845 words (300+ recommended for strong topic coverage)
✓
Keyword in Title PASS
Primary keyword "mila" in title
✓
Keyword in First 100 Words PASS
Primary keyword appears in the first 100 words
✓
Paragraph Structure PASS
Page has 18 paragraph(s) (4+ recommended)
✗
Average Sentence Length FAIL
Average sentence length is 40.1 words (<=20 recommended)
✓
Stop Word Ratio PASS
Stop words make up 19.8% of the text
✓
Filler Text PASS
No filler or placeholder text detected
✓
Text Size PASS
Text size is 12901 characters
✓
Multiple Content Sections PASS
Page content is organized into sections
✓
Keyword Cannibalization Risk PASS
Single page analysis — no cannibalization detected
!
DOM Size WARN
DOM has 1215 elements (recommended: <800)
!
Render-Blocking Resources WARN
3 render-blocking script(s) in <head>
ElementValueIssue
script/sites/default/files/js/js_Gsq5RhT6rY2bW30gluyJjbdatXDLHIERTt78GSLoWOk.js?scope=header&delta=0&language=en&theme=mila_v1&include=eJxlzl0OgzAIAOALVZudqMEWK5NCY9HM288sbtnmC4GPnwApmYLsHs6kHxcVc1F1JmxhFo2zjqM_YaVLK2TVzBgMsgcB3o1iu05tlFCb36iguq-VfIT_uoc7PH6xOKYCcYKFCcPrSZQUMJGRZP-G7gRXwKbjiG9oa3WFGMJ285l1AO5aXKha-7BowlDXgSmCkcoTvlFs8gmissing async, defer, or type="module"
script/modules/contrib/google_tag/js/gtag.js?tkn5t8missing async, defer, or type="module"
script/modules/contrib/google_tag/js/gtm.js?tkn5t8missing async, defer, or type="module"
✓
Preconnect Hints PASS
Preconnect hints checked
✓
Text Compression PASS
Compression enabled (gzip)
!
Page Weight WARN
HTML is 102.5KB (recommended: <100KB)
!
Brotli Compression WARN
No Brotli compression detected
✓
Minify Inline JS PASS
Inline scripts appear minified
✓
Inline JS Size PASS
4KB inline JS (recommended: <50KB)
!
HTTP/2+ Support WARN
No alt-svc header found (HTTP/3 may not be supported)
✗
Initial Server Response FAIL
Main document took 2064ms to respond (recommended: <800ms)
✓
CSS Resource Count PASS
2 stylesheet(s)
✓
JavaScript Resource Count PASS
11 external script(s)
✓
Resource Cache Headers PASS
Cache-Control header present
!
LCP Image Hints WARN
LCP image hints require full rendering — check largest above-fold image has width/height and priority hints
✓
Minified CSS PASS
Inline styles appear compact
!
Image Lazy Loading WARN
23 below-fold image(s) missing loading="lazy"
ElementValueIssue
imagehttps://mila.quebec/sites/default/themes/mila_v1/logo.svgmissing loading="lazy"
image/sites/default/themes/mila_v1/assets/images/icons/search.svgmissing loading="lazy"
image/sites/default/themes/mila_v1/assets/images/icons/cross2.svgmissing loading="lazy"
image/sites/default/themes/mila_v1/assets/images/icons/cross2.svgmissing loading="lazy"
image/sites/default/themes/mila_v1/assets/images/front-animation/green-square.svgmissing loading="lazy"
!
Image Filename Quality WARN
3 image(s) with non-descriptive filenames
ElementValueIssue
image/sites/default/files/styles/focal_crop_square_500_500/public/promotedcontent/13/2025annualnon-descriptive filename
image/sites/default/files/styles/focal_crop_square_1000_1000/public/promotedcontent/13/2025annunon-descriptive filename
image/sites/default/files/styles/fixed_width_768/public/blocks/textwithimagevideo/3033/2024iahunon-descriptive filename
✗
Alt Text Present FAIL
11 image(s) missing alt text
ElementValueIssue
image/sites/default/themes/mila_v1/assets/images/front-animation/green-square.svgmissing alt
image/sites/default/themes/mila_v1/assets/images/front-animation/yellow-quadrant.svgmissing alt
image/sites/default/themes/mila_v1/assets/images/front-animation/red-circle.svgmissing alt
image/sites/default/themes/mila_v1/assets/images/front-animation/blue-square.svgmissing alt
image/sites/default/themes/mila_v1/assets/images/front-animation/blue-quadrant.svgmissing alt
✓
Alt Text Quality PASS
Alt text is descriptive
!
Explicit Dimensions WARN
23 image(s) missing width/height attributes (causes layout shift)
!
Next-Gen Formats WARN
0/34 images use WebP/AVIF
✓
Decorative Images PASS
Decorative images with empty alt are correctly marked
!
Image Count WARN
34 images on the page (20+ can hurt load time)
!
Oversized Images WARN
Image byte sizes require full download; check for images displayed smaller than their natural size
!
Responsive Images WARN
No srcset found — images serve one size to all devices
✓
Image Links PASS
Linked images checked
!
Duplicate Image Alt WARN
Check for repeated identical alt text across images
✓
HTTPS Enabled PASS
Served over HTTPS
✓
HSTS Header PASS
Strict-Transport-Security header present
!
Content Security Policy WARN
No Content Security Policy found
✓
X-Frame-Options PASS
X-Frame-Options present
!
External Links Security WARN
38 external link(s) with target="_blank" missing rel="noopener"
ElementValueIssue
linkhttps://apply.workable.com/mila-2/?lng=enmissing rel="noopener"
linkhttps://mila.quebec/en/industry/mila-ventures/mila-ventures-launchpadmissing rel="noopener"
linkhttps://mila.quebec/en/continuing-education/ai-policy-compassmissing rel="noopener"
linkhttps://mila.quebec/en/prospective-students/virtual-information-sessionsmissing rel="noopener"
link/sites/default/modules/mila_impact_reports/assets/pdf/Mila-Annual-Report-2020-Web.pdfmissing rel="noopener"
!
Permissions Policy WARN
Missing Permissions-Policy header
!
Referrer Policy WARN
Missing Referrer-Policy header
✓
Mixed Content PASS
No mixed content
✓
Secure Cookies PASS
Cookie security reviewed
!
Subresource Integrity WARN
No Subresource Integrity (SRI) attributes detected
✓
X-Content-Type-Options PASS
X-Content-Type-Options: nosniff present
!
Server Header Disclosure WARN
Server header discloses: cyberdefense.ai
✓
Clickjacking Protection PASS
Clickjacking mitigated via XFO/CSP
✓
HTTPS Redirect PASS
HTTP traffic redirects to HTTPS
✓
Interactive Element Labels PASS
All interactive elements have discernible text
✓
Form Input Labels PASS
All form inputs have associated labels
✓
Skip Navigation Link PASS
Skip-to-content link found
✓
Heading Order PASS
Headings appear in sequentially-descending order
✓
HTML Lang Attribute PASS
<html> lang attribute: en
✗
Image Alt Attributes FAIL
11 image(s) without alt attributes
✓
Link Names PASS
Links have discernible names
✓
ARIA Usage PASS
ARIA attributes appear valid (static analysis)
!
Color Contrast WARN
Automatic contrast checking requires rendering — verify text meets 4.5:1 contrast
✓
Focus & Tabindex PASS
No tabindex > 0 used
✓
Touch Targets PASS
Interactive targets reviewed for sufficient size
✓
Landmark / Main Region PASS
Document has a <main> landmark
✓
Structured Data Present PASS
Found 1 JSON-LD block(s)
✓
Structured Data Valid JSON PASS
All 1 JSON-LD block(s) are valid JSON
✓
Schema Type Present PASS
Schema types found: Organization
✓
Required Schema Fields PASS
All schemas have required fields
!
FAQ Schema WARN
No FAQPage schema found
✓
Organization Schema PASS
Organization schema is properly structured
!
WebSite Search Schema WARN
No WebSite SearchAction schema found
✓
og:title PASS
og:title — "Mila - Quebec Artificial Intelligence Institute"
✓
og:description PASS
og:description — "Mila is a Montreal-based artificial intelligence research institute that brings together r"
✓
og:image PASS
og:image — https://mila.quebec/sites/default/themes/mila_v1/og-image-v3.jpg
!
og:url WARN
Missing og:url
!
og:type WARN
Missing og:type
!
og:site_name WARN
Missing og:site_name
✓
twitter:card PASS
twitter:card — summary_large_image
!
twitter:title/image WARN
twitter:title or twitter:image missing
!
Social Share Buttons WARN
No social media share buttons or links detected
✓
Contact Page Link PASS
Link to a contact page found
✓
Author Byline PASS
Author byline detected
!
Author Expertise Signals WARN
No author expertise signals found (bio, credentials)
✓
Content Dates PASS
Publication/modification date found
✓
Physical Address PASS
Physical address found
!
Trust Signals WARN
No trust signals detected (badges, reviews, certifications)
✓
About Page Link PASS
About page referenced
✓
Privacy Policy Link PASS
Privacy policy linked
!
Terms of Service Link WARN
No terms of service link found
!
Reviews & Testimonials WARN
No reviews or testimonials section
✓
Cited Sources PASS
Content cites sources
!
Professional Credentials WARN
No professional credentials mentioned
!
Consistent NAP WARN
Verify business name/address/phone consistency across pages
✓
E-E-A-T Content Depth PASS
Content depth supports topical authority
!
URL Slug Keywords WARN
Slug contains meaningful keywords
✓
No Stop Words in URL PASS
No stop words found in URL
✓
No Uppercase in URL PASS
URL path is lowercase
✓
No Underscores in URL PASS
URL uses hyphens (not underscores)
✓
No Double Slash in Path PASS
No double slashes in URL path
✓
No Spaces in URL PASS
No spaces in URL
✓
No Non-ASCII in URL PASS
URL uses ASCII characters only
✓
URL Length PASS
URL is 22 characters (good)
✓
No Repetitive Path Segments PASS
No repeated URL segments
✓
URL Parameters PASS
No query parameters
✓
No Session IDs in URL PASS
No session IDs in URL
✓
No Tracking Parameters PASS
No tracking parameters in URL
✓
No Internal Search URLs PASS
Not a search results page
✓
Readable Font Size PASS
No inline font sizes below 12px detected
✓
Viewport Uses device-width PASS
Viewport uses width=device-width
✓
Single Viewport Tag PASS
Single viewport meta tag
✓
No Intrusive Interstitials PASS
No intrusive interstitials detected (static analysis)
✓
No Horizontal Scroll PASS
No major horizontal scroll issues detected (static analysis)
✓
Single Title Element PASS
1 <title> element found
✓
HTML Doctype PASS
HTML doctype declared
✓
Charset Declared PASS
Character encoding declared
✓
Meta Refresh PASS
No meta refresh redirect
!
Duplicate IDs WARN
6 duplicate ID(s): block-mila-v1-topmenu, block-mila-v1-topmenu-menu, block-mila-v1-languageswitcher
✓
Obsolete Tags PASS
No obsolete HTML tags
✓
Inline Event Handlers PASS
No inline event handlers
✓
Tag Balance PASS
Document parses without structural warnings (BeautifulSoup)
✓
Case Consistency PASS
HTML tag case is consistent
✓
No Meta Refresh Redirect PASS
No meta refresh redirect
✓
No JavaScript Redirect PASS
No JavaScript redirects detected
✓
No HTTP Refresh Header PASS
No HTTP Refresh header
✓
Redirect Type PASS
HTTP 200 — no redirect
✓
No HTTP Resource URLs on HTTPS PASS
All resources use HTTPS
!
llms.txt Reference WARN
No llms.txt reference found — consider adding one for AI discoverability
✓
AI Crawler Access PASS
AI crawlers allowed in robots.txt
✓
Structured Data for AI PASS
1 JSON-LD block(s) help AI parse the page
✓
Content Extractability PASS
1845 words of extractable text
✓
Semantic HTML PASS
Semantic landmarks (main/article/nav) present
✓
HTML Lang Attribute PASS
Lang attribute: en
✓
Hreflang Tags PASS
2 hreflang tag(s)
✓
No Hreflang on Noindex Pages PASS
No hreflang on noindex pages
✓
Hreflang Self-Reference PASS
Hreflang tags reference their own page
📐 Heading Structure
The H1–H6 hierarchy found on this page.
H11 found
  1. Home
H220 found
  1. Top menu
  2. Mila Ventures Launchpad
  3. AI Policy Compass
  4. Virtual Information Sessions
  5. Main menu (EN)
  6. Main menu (EN)
  7. Top menu
  8. Popular keywords:
  9. Inspiring the development of artificial intelligence for the benefit of all
  10. Virtual Information Sessions
  11. Mila Ventures Launchpad
  12. AI Policy Compass
  13. News
  14. Faculty
  15. Latest Publications
  16. Mila Ventures
  17. Footer
  18. Footer bottom
  19. Footer
  20. Footer bottom
H31 found
  1. Located in the heart of Quebec’s AI ecosystem, Mila is a community of more than 1,400 researchers specializing in machine learning and dedicated to scientific excellence and innovation.
📣 Social Media Preview
How the page appears when shared on social and search.
Meta TagValue
og:descriptionMila is a Montreal-based artificial intelligence research institute that brings together researchers from Université de Montréal, McGill University, Polytechnique Montréal and HEC Montréal.
og:imagehttps://mila.quebec/sites/default/themes/mila_v1/og-image-v3.jpg
og:site_name—
og:titleMila - Quebec Artificial Intelligence Institute
og:type—
og:url—
twitter:cardsummary_large_image
twitter:description—
twitter:image—
twitter:title—
🧾 Page Details
FactorValueStatus
Page Title Mila - Quebec Artificial Intelligence Institute Optimized
Meta Description Mila is a Montreal-based artificial intelligence research institute that brings together researchers from Université de Montréal, McGill University, Polytechnique Montréal and HEC Montréal. Optimized
H1 Tag Home Optimized
Word Count 1,839 Good
Internal Links 0 Isolated
External Links 244 Outbound
Images 34 Visual
Canonical URL https://mila.quebec/en Set
Response Time 2064.29ms Average
HTTPS Yes Secure
Structured Data 1 schema(s) Schema Found
Charset UTF-8 Set
Favicon Yes Present
🧰 Run More Checks on Mila.ai
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Report generated by SEOVally — free SEO checker. Scores are estimates for guidance only.
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