AI Visibility Scorecard
Devon Kellar — GTM Systems Builder
devonkellar.com · Professional Services
Borderline visible. AI bots can crawl Devon Kellar — GTM Systems Builder, 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 2 times
Claude
#322,361 of 526,862 in Professional Services for AI visibility
12
AI Naming Predictability
iRarely named · 12/100
4
AEO Visibility
iBorderline · 4.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
About Devon Kellar — GTM Systems Builder
from our crawl and measurement
Devon Kellar GTM Systems Builder is a business whose own site puts it this way: "I build the GTM systems that turn B2B pipeline into revenue. Fractional GTM engineer, not an agency. Outbound, CRM, routing, data, built inside your accounts and run by your team." When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 4.3/10, Devon Kellar — GTM Systems Builder is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Devon Kellar — GTM Systems Builder
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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.
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Source & Attribution
Scored by Engagemii on October 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/devonkellar
Cite this score: Engagemii (2026). "AEO Score for Devon Kellar — GTM Systems Builder." Retrieved from https://engagemii.com/aeo/brands/devonkellar
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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