AI Visibility Scorecard
ROIzilla
contextspec.com · Technology
Borderline visible. AI bots can crawl ROIzilla, 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
#1,075,868 of 2,707,329 in Technology for AI visibility
49
AI Naming Predictability
iSometimes named · 49/100
5
AEO Visibility
iBorderline · 4.9/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
12
AI Adoption
iBasic · 12/100
About ROIzilla
from our crawl and measurement
What Is a Context Specification? The Spec Layer for Enterprise AI Context contextspec.com describes itself simply: "A context specification is a versioned, machine-readable document that defines what an AI system should know before it acts." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
Our crawl found structured data on the page (Organization, WebSite, WebPage), an llms.txt file for AI models and a sitemap.
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
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
Strong
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 4.9/10, ROIzilla is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is a context specification?
A context specification is to enterprise AI what an API schema is to software integration: the formal contract that makes context portable, testable, and governable. Instead of embedding business knowledge in thousands of scattered prompts, the organization declares it once — in a structured document — and every model, agent, and copilot consumes that declaration.
Why does enterprise context need a specification layer?
Because unmanaged context is now the top failure mode of enterprise AI, and you cannot govern what you have not specified. When context lives inside prompts, it is invisible to review. When it lives in a retrieval pipeline's tuning parameters, it is invisible to auditors. When it lives in engineers' heads, it leaves when they do.
Is this your brand?
The exact fixes for ROIzilla
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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.
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Source & Attribution
Scored by Engagemii on September 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/contextspec
Cite this score: Engagemii (2026). "AEO Score for ROIzilla." Retrieved from https://engagemii.com/aeo/brands/contextspec
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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