AI Visibility Scorecard
bmccosar.com · Media & Entertainment
Borderline visible. AI bots can crawl bmccosar.com, 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 1 times
Claude
#1,787,744 of 1,966,293 in Media & Entertainment for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Media & Entertainment average 17
Top 79% of Media & Entertainment
See what's behind this score →4
AEO Visibility
iNear-invisible · 3.5/10
Media & Entertainment average 4.2
See what's behind this score →-
Network Authority
iNot connected yet
Media & Entertainment average 0.0
0 relationships · Media & Entertainment average 3
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Media & Entertainment average 15
See what's behind this score →12
from our crawl and measurement
bmccosar.com is a business whose own site puts it this way: "McCosar AboutRecs Blog Adventitious #5 cover (art by Amuri Morris) Profile: Adventitious This article is part of my Recommended Reading profile series, originally written and posted." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found a readable heading structure. It 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).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.5/10, bmccosar.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Why Adventitious?
This is my second major recommendation (after Kaleidotrope). When I choose to profile a magazine or publisher here, it is strictly my choice, a volunteer effort on my part. I have put in about ten hours* on this article grand total—not just in writing, but in research—which should tell you how strongly I feel about anything I present on this blog. But let’s back up a bit, and see how I came to be at this point.
Why Kaleidotrope?
A long while back, I left social media entirely. When I came back, one of the first thing I did was try to find 1) new stuff to read and 2) places to submit my work. I hadn’t heard of Kaleidotrope. See, for a long time, I was a teacher. No one who hasn’t done it understands how that sort of workday can take everything from you. Once I got my life back, well, you might say I looked for places to live.
Is this your brand?
The exact fixes for bmccosar.com
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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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Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bmccosar
Cite this score: Engagemii (2026). "AEO Score for bmccosar.com." Retrieved from https://engagemii.com/aeo/brands/bmccosar
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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