AI Visibility Scorecard
The Prosocial Ranking Challenge
rankingchallenge.substack.com · Media & Entertainment
Borderline visible. AI bots can crawl The Prosocial Ranking Challenge, 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 2 times
Claude · ChatGPT
#787,489 of 1,966,247 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About The Prosocial Ranking Challenge
from our crawl and measurement
The Prosocial Ranking Challenge is a business whose own site puts it this way: "Updates on the Prosocial Ranking Challenge, a contest to build better social media algorithms with $60,000 in prizes. From the Center for Human-Compatible AI, UC Berkeley....." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.7 out of 10, readable in places, missing in others.
Our crawl found a sitemap. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
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 4.8/10, The Prosocial Ranking Challenge is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Prosocial Ranking Challenge
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 The Prosocial Ranking Challenge.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/rankingchallenge-substack
Cite this score: Engagemii (2026). "AEO Score for The Prosocial Ranking Challenge." Retrieved from https://engagemii.com/aeo/brands/rankingchallenge-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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