AI Visibility Scorecard
moochapp.com · Technology
At 3.30/10, Mooch is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, News Mentions and Community. That is fixable, and the signals below show where to start.
AI engines read this profile 13 times
Meta AI · Claude · Apple Intelligence · Parallel
Top 25% in Technology for AI visibility
49
AI Naming Predictability
iRarely named · 49/100
Technology average 28
Top 15% of Technology
See what's behind this score →3.30
-
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 →75
Muse Index Score
iAI agent readiness
Transactable · 75/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
Mooch is a business whose own site puts it this way: "Peer-to-peer sharing app that lets you lend, borrow, and track items with friends. Save money, reduce waste, and build community." When AI engines look at it, they find little to work with. It scores 3.30 out of 10.
On its own pages the site does well on structured data describing the business, a clear heading structure and sitemaps and entity links AI can follow. It is passable on a partly stated business identity and basic crawler access. What holds it back is credibility markers like credentials or reviews.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have read this profile 13 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and Applebot (Siri). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2019.
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 3.30/10, Mooch is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is Mooch free to use?
Yes! Mooch is completely free to download and use. We believe sharing should be accessible to everyone. There are no hidden fees, subscriptions, or premium tiers.
What if someone doesn't return my item?
Mooch includes built-in tracking and reminder systems. You can see who has your items at any time and send return reminders with one tap. Plus, since you only share with friends you trust, this rarely happens.
Who can see my inventory?
Only the friends you personally connect with can see your shared inventory. Your items are never visible to the public or strangers. You have complete control over who joins your sharing network.
What kinds of items can I share on Mooch?
Almost anything! Popular categories include tools, camping and outdoor gear, kitchen appliances, books, sporting equipment, party supplies, electronics, games, and more. If it's something you'd lend to a friend, it belongs on Mooch.
How is Mooch different from renting or Buy Nothing groups?
Unlike rental services, Mooch is completely free—you're sharing with friends, not strangers. Unlike Buy Nothing or Facebook groups, Mooch is purpose-built for lending with proper tracking, reminders, and inventory management.
Is this your brand?
The exact fixes for Mooch
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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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/moochapp
Cite this score: Engagemii (2026). "AEO Score for Mooch." Retrieved from https://engagemii.com/aeo/brands/moochapp
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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