AI Visibility Scorecard
leftword.com · Education
At 3.57/10, Leftword Books is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude · Perplexity
Top 1% in Education for AI visibility
70
AI Naming Predictability
iNamed occasionally · 70/100
Education average 14
Top 2% of Education
See what's behind this score →3.57
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →25
0
from our crawl and measurement
Leftword Books is a business whose own site puts it this way: "Publisher & bookshop reflecting views of the left in India and South Asia." When AI engines look at it, they find little to work with. It scores 3.57 out of 10.
Our crawl found structured data on the page (WebSite, WebPage, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have read this profile 3 times in our tracking, including ClaudeBot (Anthropic) and PerplexityBot.
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Good
Press and news coverage.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.57/10, Leftword Books is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
हमारा इतिहास, उनका इतिहास, किसका इतिहास?
Paperback Vaam Prakashan | 2024 Romila Thapar • Sanjay Kundan ₹250.00 Add to cart View cart
Education Or Exclusion?
Paperback LeftWord Books | 2022 Dipsita Dhar • Nitheesh Narayanan ₹300.00 Add to cart View cart
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leftword
Cite this score: Engagemii (2026). "AEO Score for Leftword Books." Retrieved from https://engagemii.com/aeo/brands/leftword
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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