AI Visibility Scorecard
lawnny.com · Technology
Borderline visible. AI bots can crawl Lawnny Five, 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
#2,420,178 of 2,705,505 in Technology for AI visibility
<1
3
AEO Visibility
iNear-invisible · 3.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
6
AI Adoption
iBasic · 6/100
from our crawl and measurement
Lawnny Five is a business whose own site puts it this way: "08/27/2024 at 17:18 • 0 comments I was able to contact a manufacturer in China via Alibaba to have some custom axle adapters made." When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
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
Good
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
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.
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 3.4/10, Lawnny Five is crawlable but under-signaled - fixable, and the signals above are where to start.
So what happened?
My very expensive Sabertooth 2x60 shorted out and caught fire. And not just like a bunch of sparks, but literally caught fire to where I started to run and grab my fire extinguisher. But luckily at the last second the fuse tripped and stopped it from getting out of control.
Where did I go wrong?
Well I'm still not 100% sure, but maybe some folks here have an idea. First of all, I don't think it was an issue with the Sabertooth controller, because it happened after I made some changes to wiring, so it's more than likely 100% my fault.
What's next?
Now that I have a mounting system which is able to account for differing wheel widths, I'll probably whip up another mounting frame that allows me to attach to the wheels of my snow blower. I also received my Luxonis OAK-1 camera today! I'm extremely excited to start using its edge computer vision capabilities to track my movements so Lawnny can follow me around yard while carrying heavy stuff. First Stumbles...
Will it crush?
Success: 🟢 After my experiments today, I can say..... it will not! I wasn't really worried about the frame— the 2" receivers are made from 1/4" steel and would probably support a 747. I was mostly worried about the motor axles. The treads are connected directly to the motor axles with no support from a pillow-block on the frame, so the motor axle itself is pretty much taking all the load.
Will it have enough power?
Success: 🟢 Yes. It was able to get the boat moving without any trouble. Buuuuuut there is more to the story below....
Is this your brand?
The exact fixes for Lawnny Five
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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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Scored by Engagemii on October 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lawnny
Cite this score: Engagemii (2026). "AEO Score for Lawnny Five." Retrieved from https://engagemii.com/aeo/brands/lawnny
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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