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AI Visibility Scorecard

What We Lost Book

What We Lost Book

Unclaimed

whatwelost.com · Media & Entertainment

Somewhat visible. AI bots can read What We Lost Book, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

Claude · Apple Intelligence · Meta AI

#132,366 of 1,921,891 in Media & Entertainment for AI visibility

6

AEO Visibility

i

Visible · 6.1/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About What We Lost Book

from our crawl and measurement

"What WE Lost is the national bestselling book by Tawfiq Rangwala that unpacks what happened to WE Charity in Canada and the false media that attempted to take down a children's charity for." That is how What We Lost Book introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.

Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Media & Entertainment
Last scored · Aug 7, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

2

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

9

Inbound links from other sites.

Domain Authority

3

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 6.1/10, What We Lost Book has a working base to build on - fixable, and the signals above are where to start.

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Picked for What We Lost Book: AEO & AI Search

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 7, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/whatwelost

Cite this score: Engagemii (2026). "AEO Score for What We Lost Book." Retrieved from https://engagemii.com/aeo/brands/whatwelost

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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