AI Visibility Scorecard
CODE SWITCH: A MEMOIR
codeswitchbook.com · Media & Entertainment
Borderline visible. AI bots can crawl CODE SWITCH: A MEMOIR, 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
#1,021,957 of 1,967,019 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About CODE SWITCH: A MEMOIR
from our crawl and measurement
"Code Switch is a memoir about hip-hop, hackers and Africa's tech revolution by author Jon Gosier." That is how CODE SWITCH: A MEMOIR introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
The site gets some of it right: it has structured data on the page (WebSite, LocalBusiness), a sitemap. What holds it back is what is absent, including an llms.txt file, a heading structure that lays out what it offers.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 4.5/10, CODE SWITCH: A MEMOIR is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CODE SWITCH: A MEMOIR
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.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codeswitchbook
Cite this score: Engagemii (2026). "AEO Score for CODE SWITCH: A MEMOIR." Retrieved from https://engagemii.com/aeo/brands/codeswitchbook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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