AI Visibility Scorecard
Roughneck Demo
ruffdemo.com · Technology
Borderline visible. AI bots can crawl Roughneck Demo, 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 5 times
Claude · Meta AI · ShapBot
#2,120,373 of 2,707,329 in Technology for AI visibility
34
AI Naming Predictability
iSometimes named · 34/100
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 Roughneck Demo
from our crawl and measurement
"We have software packages designed for the company that is just starting up and needs a basic software at a low price, to the company that needs our Complete Roughneck package." That is how Roughneck Demo introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
On the page it is passable on a few credibility markers and basic crawler access. What holds it back is structured data describing the business, a clearly stated business identity, sitemaps and entity links AI can follow and a heading structure that lays out what it offers.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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, Roughneck Demo is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Roughneck Demo
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ruffdemo
Cite this score: Engagemii (2026). "AEO Score for Roughneck Demo." Retrieved from https://engagemii.com/aeo/brands/ruffdemo
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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