AI Visibility Scorecard
Knobbles
knobbles.io · Healthcare
Borderline visible. AI bots can crawl Knobbles, 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 7 times
Claude · Meta AI · Apple Intelligence · ShapBot
#241,574 of 925,351 in Healthcare for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Healthcare average 11
Top 55% of Healthcare
See what's behind this score →4
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Network Authority
iNot connected yet
0 relationships on record. Businesses in Healthcare average 3. Claim your page and Engagemii is your first.
See what's behind this score →40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
Healthcare average 18
See what's behind this score →0
About Knobbles
from our crawl and measurement
Knobbles is a Richmond, VA business whose own site puts it this way: "Interactive, light-based hardware designed to engage people in physical spaces through simple, hands-on interaction." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
On its own pages the site does well on structured data describing the business, a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a few credibility markers.
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. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The business dates to 2024.
- Company ·
- Knobbles
- Website ·
- knobbles.io
- Industry ·
- Healthcare
- Location ·
- Midlothian, Virginia
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Jul 31, 2026
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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 read your site and name it in answers. At 4/10, Knobbles is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What can Knobbles do?
Knobbles are designed to be intuitive and easy-to-use. It wakes up when you approach, each knob twists to change color, and it can optionally chat with guests in a friendly companion mode through its built-in mic and speaker. Color Canvas Take full control by manually twisting each Knobble to change its hue. Each Knobble can be changed to over 200 colors.
Is this your brand?
The exact fixes for Knobbles
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Knobbles.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/knobbles-io
Cite this score: Engagemii (2026). "AEO Score for Knobbles." Retrieved from https://engagemii.com/aeo/brands/knobbles-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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