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AI Visibility Scorecard
Gumstack
gumstack.com · Technology
Somewhat visible. AI bots can read Gumstack, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#770,113 of 2,596,770 in Technology for AI visibility
5.1
/10
AEO Score
About Gumstack
from our crawl and measurement
"Enforce credential flows, handle rotation and revocation, and plug into your existing vault.MCP inventory and auditingSee every MCP client and server, local or remote, in one place." That is how Gumstack introduces itself. Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
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
6
Clear headings and answer-style content.
Entity Clarity
3
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
4
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
8
Inbound links from other sites.
Domain Trust
1
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 5.1/10, Gumstack has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Gumstack
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/gumstack
Cite this score: Engagemii (2026). "AEO Score for Gumstack." Retrieved from https://engagemii.com/aeo/brands/gumstack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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