#404,796 OF 2,693,825 IN TECHNOLOGY
SCORE HISTORY BEGINS 2026-07-09
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AI Visibility Scorecard
Manning Publications
pythonworkout.com · Technology
Somewhat visible. AI bots can read Manning Publications, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#404,796 of 2,693,825 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
30
Muse Index Score
iAI agent readiness
Transactable · 30/100
10
AI Adoption
iBasic · 10/100
About Manning Publications
from our crawl and measurement
Manning Publications describes itself simply: "Practice makes perfect Python! The only way to master a skill is practice, practice, practice. That’s exactly what you’ll do in Python Workout, Second Edition." Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.
Under the hood there is a clear heading structure, but the score is capped by what is missing: structured data describing the business, a clearly stated business identity, credibility markers like credentials or reviews.
Away from its own site, other sites link to it. On the other hand AI engines do not yet recognise it as a distinct business and there is no press coverage to draw on.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
2
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
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 5.6/10, Manning Publications has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Manning Publications
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pythonworkout
Cite this score: Engagemii (2026). "AEO Score for Manning Publications." Retrieved from https://engagemii.com/aeo/brands/pythonworkout
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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