AI Visibility Scorecard
plomgrading.org · Technology
At 2.60/10, Paperless open marking is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude · Parallel
Top 10% in Technology for AI visibility
27
AI Naming Predictability
iRarely named · 27/100
Technology average 28
Top 36% of Technology
See what's behind this score →2.60
-
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 →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Technology average 17
See what's behind this score →0
from plomgrading.org
ComponentsWorkflowInstallClient InstallDemo Walk-throughCreating a testInitialising the serverRunning the serverCreating a specUploading a classlistBuilding PDFsUploading scansClients and markingManager toolsAfter markingArchiving Using the clientIdentifying papersMarking papersAnnotatingAnnotation toolsStandard commentsHistory This site uses Just the Docs, a documentation theme for Jekyll.
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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
-
Not yet measured.
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 2.60/10, Paperless open marking is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is it ready for me to use?
Yes and no. Plom has been in use at UBC Mathematics since October 2018. It has been used in about 20 courses, ranging from specialised 400-level courses, through to huge, 1000+ student, multi-section Calculus 1 and 2 courses. It has been used for in-class tests and quizzes as well as final exams. All of that being said, Plom is still under heavy development and does not yet have a full set of seat-belts.
Can I try it?
Yes. Plom is Free/Open Source Software and you can access the repository.
“Marking”? Is that “grading”?
Yes. The developers of Plom typically use the words nearly interchangeably (this is perhaps a consequence of having spent time in different anglophone countries). We really just mean the process of assigning numerical scores to student responses and at the same time leaving useful annotations and feedback.
Have a question not answered on our website?
Check out our FAQ. Check out the git repository. If you encounter any difficulties, please file an issue.
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/plomgrading-org
Cite this score: Engagemii (2026). "AEO Score for Paperless open marking." Retrieved from https://engagemii.com/aeo/brands/plomgrading-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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