#56,317 OF 2,691,054 IN TECHNOLOGY
SCORE HISTORY BEGINS 2026-08-01
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AI Visibility Scorecard
RLHF Book
rlhfbook.com · Technology
Somewhat visible. AI bots can read RLHF Book, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Meta AI · Claude · Apple Intelligence
#56,317 of 2,691,054 in Technology for AI visibility
7
AEO Visibility
iVisible · 6.7/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
6
AI Adoption
iBasic · 6/100
About RLHF Book
from our crawl and measurement
"A free online book and course on RLHF, preference tuning, reward models, RLVR, and post-training language models." That is how RLHF Book introduces itself. Its AI visibility score is 6.7 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 (Book), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
7
Forum and community discussion.
Social Mentions
0
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 6.7/10, RLHF Book has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for RLHF Book
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/rlhfbook
Cite this score: Engagemii (2026). "AEO Score for RLHF Book." Retrieved from https://engagemii.com/aeo/brands/rlhfbook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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