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AI Visibility Scorecard
Freddy Robotics
freddyrobotics.com · Technology
Borderline visible. AI bots can crawl Freddy Robotics, 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 4 times
Claude · Apple Intelligence · Meta AI
#1,962,918 of 2,641,189 in Technology for AI visibility
3.8
/10
AEO Score
About Freddy Robotics
from our crawl and measurement
"One-man team based in Ventura, CA, building fun robots to improve childhood nutrition. Founded in July 2024 by Jim Bisenius with support from Bill Bisenius." That is how Freddy Robotics introduces itself. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
6
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 3.8/10, Freddy Robotics is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Freddy Robotics
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 Freddy Robotics.
Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/freddyrobotics
Cite this score: Engagemii (2026). "AEO Score for Freddy Robotics." Retrieved from https://engagemii.com/aeo/brands/freddyrobotics
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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