AI Visibility Scorecard
Inventor Inquiry
inventorinquiry.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Inventor Inquiry, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#232,799 of 269,181 in Manufacturing & Industrial for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Inventor Inquiry
from our crawl and measurement
"101 questions to help inventors challenge assumptions, find evidence, and make better decisions before spending more time or money." That is how Inventor Inquiry introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
The 6 signals AI reads
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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
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.
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 3.5/10, Inventor Inquiry is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Inventor Inquiry?
Inventing can be exciting.It can also be expensive.Before you spend more on prototypes, patents, manufacturing, marketing, packaging, tooling, websites, consultants, or anything else, there are questions worth answering first.Inventor Inquiry is a practical framework built around 101 of them.Some are obvious.Some are uncomfortable.Some may confirm that you're on the right path.Others may save you from spending money.
Is this your brand?
The exact fixes for Inventor Inquiry
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Inventor Inquiry.
Source & Attribution
Scored by Engagemii on October 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/inventorinquiry
Cite this score: Engagemii (2026). "AEO Score for Inventor Inquiry." Retrieved from https://engagemii.com/aeo/brands/inventorinquiry
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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