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AI Visibility Scorecard
John Kestner (physical/digital product designer, developer)
johnkestner.com · Technology
Borderline visible. AI bots can crawl John Kestner (physical/digital product designer, developer), 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 3 times
Claude
#884,687 of 2,627,821 in Technology for AI visibility
5
/10
AEO Score
About John Kestner (physical/digital product designer, developer)
from our crawl and measurement
John Kestner (physical/digital product designer, developer) is one of the businesses we track in the Technology space. Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
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
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
2
Forum and community discussion.
0
No Reddit mentions 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 5/10, John Kestner (physical/digital product designer, developer) is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for John Kestner (physical/digital product designer, developer)
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 John Kestner (physical/digital product designer, developer).
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnkestner
Cite this score: Engagemii (2026). "AEO Score for John Kestner (physical/digital product designer, developer)." Retrieved from https://engagemii.com/aeo/brands/johnkestner
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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