AI Visibility Scorecard
Borderline visible. AI bots can crawl badgerfish, 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
3
4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses average 3. Claim your page and Engagemii is your first.
See what's behind this score →0
?
from badgerfish.com
BadgerFish is a convention for translating an XML document into a JSON object.
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
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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, badgerfish is crawlable but under-signaled - fixable, and the signals above are where to start.
What is BadgerFish?
BadgerFish is a convention for translating an XML document into a JSON object. Once you've got your XML document represented as a JSON object, it's easy to manipulate from within Javascript.
How does it work?
Here are the rules: Element names become object properties Text content of elements goes in the $ property of an object. bob becomes { "alice": { "$" : "bob" } } Nested elements become nested properties charlie edgar becomes { "alice": { "bob" : { "$": "charlie" }, "david": { "$": "edgar"} } } Multiple elements at the same level become array elements.
What's broken and/or left to do?
BadgerFish throws away the text content of elements if the text content is entirely whitespace. It also doesn't provide a way to get the different text bits in an element whose content is a mix of text and children (e.g. Some text is important . ). Perhaps those different text bits should be made available in $1, $2, etc.
Where do I send comments or complaints?
Tell me (David Sklar) what you think. The name is Brian's fault.
Is this your brand?
The exact fixes for badgerfish
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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 September 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/badgerfish
Cite this score: Engagemii (2026). "AEO Score for badgerfish." Retrieved from https://engagemii.com/aeo/brands/badgerfish
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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