AI Visibility Scorecard
SwapPrep — The Hotchkiss Marketplace
swapprep.com · E-commerce
At 1.75/10, SwapPrep — The Hotchkiss Marketplace 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, Entity Clarity and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 4 times
Claude · Apple Intelligence
Top 50% in E-commerce for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
E-commerce average 18
Top 50% of E-commerce
See what's behind this score →1.75
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in E-commerce average 9. 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
E-commerce average 27
See what's behind this score →0
About SwapPrep — The Hotchkiss Marketplace
from our crawl and measurement
SwapPrep — The Hotchkiss Marketplace is one of the businesses we track in the E-commerce space. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.75 out of 10.
The site gets some of it right: it has a readable heading structure. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a sitemap.
- Company ·
- SwapPrep — The Hotchkiss Marketplace
- Website ·
- swapprep.com
- Industry ·
- E-commerce
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.75/10, SwapPrep — The Hotchkiss Marketplace is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
What's on SwapPrep?
From textbooks to tennis rackets — if you don't need it, someone else does. 📚 Textbooks AP, IB, and course books. Save money — buy from a classmate instead of the bookstore. 👕 Clothing & Gear Uniforms, sports gear, winter coats, and more. Good condition, great prices. 💻 Electronics & Dorm Cables, lamps, fans, mini fridges — everything you need for dorm life.
Why SwapPrep?
"Swap more. Spend less. Waste nothing." 💰 Save Money Buy from classmates at a fraction of retail. Sell what you don't need and make cash instead of throwing it away. 📦 Skip the Storage Fees Stop paying hundreds a year to store stuff over summer. Sell it before you leave — buy again when you're back. ✨ Hassle-Free No shipping. No strangers. No hassle. List in 2 minutes, swap on campus, done.
Is this your brand?
The exact fixes for SwapPrep — The Hotchkiss Marketplace
Which AI engines already crawl you
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/swapprep
Cite this score: Engagemii (2026). "AEO Score for SwapPrep — The Hotchkiss Marketplace." Retrieved from https://engagemii.com/aeo/brands/swapprep
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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