AI search audit

vamfi.org

SEO92

AEO1

GEO20

Your brand is invisible to AI search

I don't have reliable information about vamfi.org in my training data. I cannot provide details about this domain without risking speculation or inaccuracy.

— What ChatGPT-class models say about vamfi.org, right now

SEO

4 issues

Title tag

Title is 46 characters — slightly under the recommended 50–60 range.

minor

Fix: Consider expanding the title to fill the 50–60 character range.

Copy-paste fixExpand

Virtual Agents Built for Industry — Can AI Be Your Coworker?

Meta description

Meta description is 103 characters — under the 120–160 range.

minor

Fix: Expand the description to 120–160 characters.

Copy-paste fixExpand

Ottawa-based R&D studio building reliable agentic AI coworkers for industries. Explore our open-source tools and research to transform your workflows.

Canonical tag

No <link rel="canonical"> found.

minor

Fix: Add a self-referencing canonical tag in <head> to consolidate ranking signals.

Open Graph & Twitter tags

No Open Graph or Twitter Card tags found. Social shares will look bare.

minor

Fix: Add og:title, og:description, og:image, twitter:card, twitter:title at minimum.

H1 heading

Single <h1>: "Virtual AgentsMastered for Industries".

minor

Heading hierarchy

Heading levels descend logically.

minor

Robots meta

Page is indexable.

minor

Image alt text

No images on the page.

minor

Internal linking

Page has 13 internal link(s).

minor

Image dimensions

No images on the page.

minor

AEO

8 issues

AI crawler access

Your robots.txt blocks these AI crawlers: ClaudeBot, Google-Extended, GPTBot. If a crawler cannot fetch the page, it cannot cite it — this is a hard prerequisite.

critical

Fix: Remove the "Disallow: /" under ClaudeBot, Google-Extended, GPTBot in robots.txt, or add explicit "Allow: /" rules for them.

Question-framed headings

No H2 or H3 headings are phrased as questions. AI engines retrieve on query-passage similarity — question headings are the strongest match signal.

major

Fix: Rewrite 2–4 section headings as direct questions users would ask (e.g. "How do I…?", "What is…?", "Why does…?").

Direct-answer block after question headings

No question headings found, so there are no direct-answer blocks to evaluate.

major

Fix: Add question headings (see previous check), then place a short 40–300 character declarative answer paragraph immediately after each.

Entity schema (Organization/Person + sameAs)

No Organization or Person JSON-LD found. Entity disambiguation is how LLMs recognize who/what a page is about.

major

Fix: Add an Organization (or Person) JSON-LD block with name, url, and at least 2 sameAs links to authoritative profiles (Wikipedia, Wikidata, LinkedIn).

Copy-paste fixExpand

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "VAMFI Inc.",
  "url": "https://vamfi.org/",
  "description": "VAMFI (Virtual Agents Mastered for Industries) is an Ottawa-based R&D studio building agentic AI coworkers grounded in domain expertise, designed for clarity and reliability, to help humans focus on meaningful work by offloading repetitive tasks to dependable AI agents.",
  "foundingLocation": {
    "@type": "Place",
    "name": "Ottawa, Ontario, Canada"
  },
  "contactPoint": {
    "@type": "ContactPoint",
    "email": "[email protected]",
    "contactType": "general inquiry"
  },
  "sameAs": [
    "https://en.wikipedia.org/wiki/VAMFI",
    "https://www.linkedin.com/company/vamfi",
    "https://twitter.com/vamfi_inc"
  ]
}
</script>

Article schema with dates

No Article / NewsArticle / BlogPosting schema found. Without machine-readable dates, LLMs treat content as undated and prefer fresher sources.

major

Fix: Add an Article JSON-LD block with datePublished, dateModified, and author.name.

Copy-paste fixExpand

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Article",
  "headline": "VAMFI — Virtual Agents Mastered for Industries",
  "description": "VAMFI Inc. is an Ottawa-based R&D studio building agentic AI coworkers—grounded in your expertise, designed for clarity and reliability—so you can focus on meaningful work.",
  "url": "https://vamfi.org/",
  "datePublished": "2025-07-15",
  "dateModified": "2025-07-15",
  "author": {
    "@type": "Person",
    "name": "VAMFI Inc."
  },
  "publisher": {
    "@type": "Organization",
    "name": "VAMFI Inc.",
    "url": "https://vamfi.org/",
    "address": {
      "@type": "PostalAddress",
      "addressLocality": "Ottawa",
      "addressRegion": "Ontario",
      "addressCountry": "CA"
    },
    "contactPoint": {
      "@type": "ContactPoint",
      "email": "[email protected]",
      "contactType": "customer support"
    }
  },
  "about": {
    "@type": "Thing",
    "name": "Agentic AI Coworkers",
    "description": "Virtual Agents Mastered for Industries — transparent, grounded AI agents designed to offload repetitive tasks and embed intelligence into enterprise workflows."
  },
  "keywords": "agentic AI, virtual agents, AI coworkers, enterprise AI, Ottawa AI studio, VAMFI, autonomous AI, workflow automation"
}
</script>

Author + credentials

No visible author name. AI engines prefer cited content with identifiable authors (E-E-A-T).

major

Fix: Add a visible byline and link to an author bio page.

Visible last-updated date

No visible or machine-readable last-updated date on the page. 89% of AI crawl hits target content updated within 3 years.

major

Fix: Add a visible "Last updated: <date>" line and corresponding dateModified in schema.

Chunk length between headings

Average chunk ≈ 23 words — too short. AI retrievers prefer ~120–180 words per chunk.

minor

Fix: Expand each section to 120–180 words of substantive content.

FAQPage schema (when Q&A exists)

Not applicable — the page doesn't have structured Q&A content.

minor

Title tag is a claim or question

Title reads as a descriptive claim (46 chars).

minor

GEO

5 issues

Direct quotations

No blockquotes or inline quoted statements detected. Princeton measured +28% visibility from adding quotations.

major

Fix: Quote named experts directly in <blockquote> tags or with "quotation marks", attributed to a specific person or source.

Authoritative outbound links

Only 0 non-social external link(s). Princeton's GEO paper identified "cite sources" as a top citation lever.

major

Fix: Link out to 2+ authoritative sources (prefer .gov/.edu, Wikipedia, peer-reviewed publishers) when making factual claims.

Structured lists or tables

No lists (≥3 items) or tables on the page. AI Overviews cite list- and table-structured content disproportionately often.

major

Fix: Convert at least one section into a bullet or numbered list, or a table with headers.

Content length floor

Body text is 300 words — far under the 1200-word floor. Ahrefs: 20K+ char pages get 4.3× citations of <500 char pages.

major

Fix: Add substantive content. Target at least 1200 words of factual, topic-focused text.

Entity sameAs cross-links

No Organization or Person schema found. Brand mentions + Wikipedia/Wikidata cross-links are the top correlate with AI citation.

major

Fix: Add Organization JSON-LD with sameAs linking to Wikipedia, Wikidata, and authoritative profiles.

Statistic density

2 numeric claims across 300 words (ratio 2.0/300 words).

minor

Quotable declarative sentences

15 quotable 10–25 word sentences.

minor

Fact density

40 facts across 300 words (ratio 133.3/1000).

minor

Attribution phrases

1 attribution phrases detected.

minor

Paragraph chunkability

All 24 paragraphs under 600 characters.

minor

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