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AI Visibility Scorecard
Firelight
heathercadenhead.substack.com · Other
Somewhat visible. AI bots can read Firelight, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
ChatGPT
6.7
/10
AEO Score
About Firelight
from our crawl and measurement
Firelight describes itself simply: "Firelight is for anyone tending the embers of hope amid the dark wilds of an earthly life. Click to read Firelight, by Heather Cadenhead, a Substack publication with thousands of." Its AI visibility score is 6.7 out of 10: the engines can find it, but they do not have much to hold on to.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
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 Authority
8
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
10
Press and news coverage.
Community
10
Forum and community discussion.
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 6.7/10, Firelight has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Firelight
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Firelight.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/heathercadenhead-substack
Cite this score: Engagemii (2026). "AEO Score for Firelight." Retrieved from https://engagemii.com/aeo/brands/heathercadenhead-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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