AI Visibility Scorecard
SwapPrep — The Hotchkiss Marketplace
swapprep.com · E-commerce
Borderline visible. AI bots can crawl SwapPrep — The Hotchkiss Marketplace, 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 3 times
Claude · Apple Intelligence
#595,010 of 738,666 in E-commerce for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 50% of E-commerce companies
4
AEO Visibility
iNear-invisible · 3.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About SwapPrep — The Hotchkiss Marketplace
from our crawl and measurement
"📷 Follow us on Instagram @swapprep Browse How It Works Categories List an Item ☰ Don't toss it.Swap it." That is how SwapPrep — The Hotchkiss Marketplace introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 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.
The 6 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.
Off-page authority
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.
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 3.5/10, SwapPrep — The Hotchkiss Marketplace is crawlable but under-signaled - 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
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for SwapPrep — The Hotchkiss Marketplace.
Source & Attribution
Scored by Engagemii on July 31, 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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