AI Visibility Scorecard
The Lost Songs Project
lostsongs.substack.com · Media & Entertainment
Borderline visible. AI bots can crawl The Lost Songs Project, 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 3 times
Claude · Meta AI
#56,545 of 1,966,315 in Media & Entertainment for AI visibility
70
AI Naming Predictability
iNamed occasionally · 70/100
Media & Entertainment average 17
Top 3% of Media & Entertainment
See what's behind this score →5
-
Network Authority
iNot connected yet
Media & Entertainment average 0.0
0 relationships · Media & Entertainment average 3
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Media & Entertainment average 15
See what's behind this score →0
About The Lost Songs Project
from our crawl and measurement
"This music newsletter rediscovers forgotten hit songs. Click to read The Lost Songs Project, by Mark Blankenship, a Substack publication with hundreds of subscribers." That is how The Lost Songs Project introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- The Lost Songs Project
- Website ·
- lostsongs.substack.com
- Industry ·
- Media & Entertainment
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 8, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
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 4.7/10, The Lost Songs Project is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for The Lost Songs Project
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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 August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lostsongs-substack
Cite this score: Engagemii (2026). "AEO Score for The Lost Songs Project." Retrieved from https://engagemii.com/aeo/brands/lostsongs-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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