AI Visibility Scorecard
drupalsun.com · Technology
Borderline visible. AI bots can crawl Drupal Sun, 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
#870,358 of 2,704,127 in Technology for AI visibility
20
AI Naming Predictability
iRarely named · 20/100
Technology average 28
Top 49% of Technology
See what's behind this score →4.2
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
Drupal Sun describes itself simply: "Skip to main content About Drupal Sun Evolving Web Source Feeds Feeds Bounteous.com 41 Badzilla 10 Daniel Pocock 10 DrupalOnWindows 10 Krimson 10 OpenSense Labs 7...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Under the hood there is a readable heading structure and substantial page content, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a sitemap.
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
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, Drupal Sun is crawlable but under-signaled - fixable, and the signals above are where to start.
5. How do people feel about this?
Now we get to the crucial part. Mark the parts that work well from the perspective of the person interacting with it with green dots. Mark the parts where people start to feel unhappy with yellow dots. Mark the parts where people get really frustrated with red. What you’ll probably see now is that your client starts to feel unhappy much sooner than employees or partners.
What is a views display extender?
The display extender plugin allow to add additional options or configuration to a views regardless of the type of display (e.g. page, block, ..). For example, if you wanted to allow site users to add certain metadata to the rendered output of every view display regardless of display type, you could provide this option as a display extender.
Why Use Drupal as a Commerce Platform?
Before we consider the frontend, we need a robust, secure backend platform to deliver our data and business logic. One of the many reasons Drupal is a great candidate for headless, or really any CMS build, is its inherent flexibility and security. Drupal's fieldable entities mean you can structure your CMS to fit your data.
How Does Headless Help?
When we implement a headless website, we can think of the frontend as less like a web page and more as an application. A properly designed React (or other JS frontend framework) app can be lightweight and heavily cacheable. On initial page load, we load our entire application into working memory.
How Do We Get There?
On the backend, you still need a robust, secure CMS to feed data to the frontend and handle complex or session actions (add to cart/checkout validation). This is where Drupal is an easy choice. One of the easiest ways to feed data to a frontend is via JSON data. Drupal Core provides the JSON:API module which allows you to easily expose your content as filterable JSON objects.
Is this your brand?
The exact fixes for Drupal Sun
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/drupalsun
Cite this score: Engagemii (2026). "AEO Score for Drupal Sun." Retrieved from https://engagemii.com/aeo/brands/drupalsun
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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