AI Visibility Scorecard
Interactive Interest
interactiveinterest.com · Technology
Borderline visible. AI bots can crawl Interactive Interest, 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
#1,975,991 of 2,707,789 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
4
AI Adoption
iBasic · 4/100
About Interactive Interest
from our crawl and measurement
Interactive Interest is a business whose own site puts it this way: "Personal reflections on branding, marketing, and building thoughtful products, by Roland Beckley." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 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.
The 6 signals AI reads
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
Weak
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
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.8/10, Interactive Interest is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What happens when UI stops being passive?
UI is evolving.For years, it was deterministic. You clicked a button, something happened. You selected an option, the system responded in a predefined way.Then LLMs came, and UI became more generative.
What to do and what not to?
A key element of being efficient is minimising waste.This is often overlooked.Though it is important to highlight what you should do.It is just as pivotal to identify what not to do and what to stop doing.Clear the road, make room for what matters, and avoid unnecessary pivots.February 3, 2023
What's our why?
“Hold the problem you’re solving tightly, hold the user tightly, hold the solution you’re building loosely” – Michael SeibelBuilding for a fleeting 'why' is like aiming at a moving target.What [we’re building] and how [we build it] is subject to change, it’s inevitable.But why we’re doing it shouldn’t.That’s what we’re solving.That’s our North Star.If we agree that the why should remain consistent, ensuring that it.
Is this your brand?
The exact fixes for Interactive Interest
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Interactive Interest.
Source & Attribution
Scored by Engagemii on October 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/interactiveinterest
Cite this score: Engagemii (2026). "AEO Score for Interactive Interest." Retrieved from https://engagemii.com/aeo/brands/interactiveinterest
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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