AI Visibility Scorecard
next2025challenge.devpost.com · Technology
Borderline visible. AI bots can crawl Google Cloud x MLB(TM) Hackathon – Building with Gemini Models, 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 16 times
Claude · Meta AI · ChatGPT · Apple Intelligence
#350,254 of 2,706,769 in Technology for AI visibility
27
AI Naming Predictability
iNamed occasionally · 27/100
More likely to be named than 96% of Technology companies
5
AEO Visibility
iBorderline · 5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
6
AI Adoption
iBasic · 6/100
from our crawl and measurement
Google Cloud x MLB(TM) Hackathon Building with Gemini Models describes itself simply: "<h5 id=calling-all-devs-step-up-to-the-plate-and-knock-it-out-of-the-park>Calling all Devs: Step up to the plate and knock it out of the park! <img." Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
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 5 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Meta AI.
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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
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.
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.
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 5/10, Google Cloud x MLB(TM) Hackathon – Building with Gemini Models is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/next2025challenge-devpost
Cite this score: Engagemii (2026). "AEO Score for Google Cloud x MLB(TM) Hackathon – Building with Gemini Models." Retrieved from https://engagemii.com/aeo/brands/next2025challenge-devpost
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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