AI Visibility Scorecard
Stellar Research
effectivenessmapping.com · Other
Borderline visible. AI bots can crawl Stellar Research, 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
5
AEO Visibility
iBorderline · 4.5/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About Stellar Research
from our crawl and measurement
Value Mapping describes itself simply: "Stellar Research - Aligning brand promise with customer experience by measuring the before-after changes consumers experience with a product or service." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
Our crawl found structured data on the page (WebSite, Organization). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
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 4.5/10, Stellar Research is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Do You Know If Your Product or Service Is Effective?
If you don’t know, you need to. Knowing where your product or service is excelling or failing through the eyes of your customers is knowing how to improve, and how to grow your business thoughtfully. Efficiently. And economically.
Is this your brand?
The exact fixes for Stellar Research
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
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Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/effectivenessmapping
Cite this score: Engagemii (2026). "AEO Score for Stellar Research." Retrieved from https://engagemii.com/aeo/brands/effectivenessmapping
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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