AI Visibility Scorecard
errantscience
errantscience.com · Media & Entertainment
Borderline visible. AI engines can read errantscience, but Structured Data, E-E-A-T Signals and Domain Trust are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 8 times
Parallel · Claude · Meta AI · Perplexity
Top 5% in Media & Entertainment for AI visibility
82
AI Naming Predictability
iNamed sometimes · 82/100
Media & Entertainment average 17
Top 1% of Media & Entertainment
See what's behind this score →5.53
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
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 errantscience
from our crawl and measurement
errantscience is one of the businesses we track in the Media & Entertainment space. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.53 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity. What holds it back is credibility markers like credentials or reviews and structured data describing the business.
Away from its own site, other sites link to it and people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have read this profile 8 times in our tracking, including ShapBot (Parallel), ClaudeBot (Anthropic) and Meta AI. It does link out to several social profiles, which helps engines tie the brand together.
- Company ·
- errantscience
- Website ·
- errantscience.com
- Industry ·
- Media & Entertainment
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Good
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 5.53/10, errantscience is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for errantscience.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/errantscience
Cite this score: Engagemii (2026). "AEO Score for errantscience." Retrieved from https://engagemii.com/aeo/brands/errantscience
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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