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AI Visibility Scorecard
Shiny Adventures of a software developer
atomfrede.gitlab.io · Technology
Well-positioned for AI search. The breakdown below shows where Shiny Adventures of a software developer is still leaving points on the table.
AI engines read this profile 7 times
Claude · ChatGPT · Apple Intelligence · Meta AI
#14,938 of 2,629,793 in Technology for AI visibility
7.2
/10
AEO Score
About Shiny Adventures of a software developer
from our crawl and measurement
"For the backend code you can decide to use Gatling to generate perfomance tests." That is how Shiny Adventures of a software developer introduces itself. To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.2 out of 10.
Our crawl found structured data on the page (WebSite, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
6
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
5
Press and news coverage.
Community
9
Forum and community discussion.
8
Reddit mentions and discussion.
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 7.2/10, Shiny Adventures of a software developer has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Shiny Adventures of a software developer
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/atomfrede-gitlab-io
Cite this score: Engagemii (2026). "AEO Score for Shiny Adventures of a software developer." Retrieved from https://engagemii.com/aeo/brands/atomfrede-gitlab-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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