AI Visibility Scorecard
MHacks 14
mhacks-14.devpost.com · Technology
Borderline visible. AI bots can crawl MHacks 14, 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 8 times
Claude · ChatGPT · Meta AI · Perplexity
#549,377 of 2,706,246 in Technology for AI visibility
8
AI Naming Predictability
iRarely named · 8/100
More likely to be named than 92% of Technology companies
5
AEO Visibility
iBorderline · 4.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
2
AI Adoption
iBasic · 2/100
About MHacks 14
from our crawl and measurement
MHacks 14 describes itself simply: "<p>Students from across the world come to MHacks to build amazing things, transform dreams into realities, and to meet others with the same level of passion to build their future." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found structured data on the page (Event). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
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 4.7/10, MHacks 14 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MHacks 14
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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.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mhacks-14-devpost
Cite this score: Engagemii (2026). "AEO Score for MHacks 14." Retrieved from https://engagemii.com/aeo/brands/mhacks-14-devpost
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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