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AI Visibility Scorecard
Past Frontiers
pastfrontiers.substack.com · Media & Entertainment
Somewhat visible. AI bots can read Past Frontiers, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#161,090 of 1,879,127 in Media & Entertainment for AI visibility
6
/10
AEO Score
About Past Frontiers
from our crawl and measurement
Past Frontiers describes itself simply: "History from past to recent. Let's take a journey to know interesting events and people from the past. Click to read Past Frontiers, by Lauri Niskasaari, a Substack publication." As far as answer engines are concerned it may as well not exist yet: 1.4 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
4
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
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 Trust
0
Little domain authority yet.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
10
Forum and community discussion.
0
No Reddit mentions 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 6/10, Past Frontiers has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Past Frontiers
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pastfrontiers-substack
Cite this score: Engagemii (2026). "AEO Score for Past Frontiers." Retrieved from https://engagemii.com/aeo/brands/pastfrontiers-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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