AI Visibility Scorecard
Unfixed
kilbyog.substack.com · Professional Services
Borderline visible. AI bots can crawl Unfixed, 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 2 times
Claude · Apple Intelligence
#4,803 of 528,823 in Professional Services for AI visibility
62
AI Naming Predictability
iRarely named · 62/100
Professional Services average 8
Top 1% of Professional Services
See what's behind this score →5
-
Network Authority
iNot connected yet
Professional Services average 0.0
0 relationships · Professional Services average 1
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Professional Services average 18
See what's behind this score →0
About Unfixed
from our crawl and measurement
Unfixed is a business whose own site puts it this way: "Raw stories on grief, identity, and agency from Amanda Lee Kilby, helping you trust yourself through life’s hardest moments." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Unfixed
- Website ·
- kilbyog.substack.com
- Industry ·
- Professional Services
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Jul 31, 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
Weak
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, Unfixed is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Unfixed
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kilbyog-substack
Cite this score: Engagemii (2026). "AEO Score for Unfixed." Retrieved from https://engagemii.com/aeo/brands/kilbyog-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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