AI Visibility Scorecard
Broken Toad Publishing
brokentoadpublishing.com · Media & Entertainment
Borderline visible. AI bots can crawl Broken Toad Publishing, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,209,628 of 1,966,212 in Media & Entertainment for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Media & Entertainment average 17
Top 67% of Media & Entertainment
See what's behind this score →3.7
AEO Visibility
iNear-invisible · 3.7/10
Media & Entertainment average 4.2
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Media & Entertainment average 15
See what's behind this score →0
About Broken Toad Publishing
from our crawl and measurement
Broken Toad Publishing describes itself simply: "A Novel Approach to Novels Broken Toad Publishing is a collaborative press built for independent authors, editors, and illustrators." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.7 out of 10.
Our crawl found structured data on the page (Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
- Company ·
- Broken Toad Publishing
- Website ·
- brokentoadpublishing.com
- Industry ·
- Media & Entertainment
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 1, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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 read your site and name it in answers. At 3.7/10, Broken Toad Publishing is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Have a manuscript? Got a tradeable skill?
Whether you’re an author looking for an editing swap, an editor needing a cover artist, or an illustrator wanting to collaborate, let’s build something together. Let’s Talk! Featured Releases! Hot off the presses!
Is this your brand?
The exact fixes for Broken Toad Publishing
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on October 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/brokentoadpublishing
Cite this score: Engagemii (2026). "AEO Score for Broken Toad Publishing." Retrieved from https://engagemii.com/aeo/brands/brokentoadpublishing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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