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AI Visibility Scorecard
Hard Mango Publishing — An Independent Fiction Imprint
hardmango.com · Media & Entertainment
At 2.4/10, Hard Mango Publishing — An Independent Fiction Imprint is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 4 times
Claude · Apple Intelligence · Meta AI
#1,787,141 of 1,898,187 in Media & Entertainment for AI visibility
2.4
/10
AEO Score
About Hard Mango Publishing — An Independent Fiction Imprint
from our crawl and measurement
Hard Mango Publishing An Independent Fiction Imprint, based in Fort Lauderdale, FL, describes itself simply: "Hard Mango Publishing is an independent fiction imprint publishing action thrillers, science fiction, mystery, and romantasy." As far as answer engines are concerned it may as well not exist yet: 2.4 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 2.4/10, Hard Mango Publishing — An Independent Fiction Imprint is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Hard Mango Publishing — An Independent Fiction Imprint
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hardmango
Cite this score: Engagemii (2026). "AEO Score for Hard Mango Publishing — An Independent Fiction Imprint." Retrieved from https://engagemii.com/aeo/brands/hardmango
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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