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AI Visibility Scorecard
Mark Gingrass
markgingrass.com · Technology
Borderline visible. AI bots can crawl Mark Gingrass, 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 1 times
Claude
#999,032 of 2,629,032 in Technology for AI visibility
4.8
/10
AEO Score
About Mark Gingrass
from our crawl and measurement
Mark Gingrass describes itself simply: "GS-14 federal program leader and hands-on technical builder working across mission systems, cloud architecture, applied AI, and product delivery." When AI engines look at it, they find little to work with. It scores 4.8 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once 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
7
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
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 4.8/10, Mark Gingrass is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mark Gingrass
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.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/markgingrass
Cite this score: Engagemii (2026). "AEO Score for Mark Gingrass." Retrieved from https://engagemii.com/aeo/brands/markgingrass
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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