AI Visibility Scorecard
Hidden Frictions
hiddenfriction.com · Professional Services
Borderline visible. AI bots can crawl Hidden Frictions, 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
#263,342 of 526,898 in Professional Services for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About Hidden Frictions
from our crawl and measurement
Hidden Frictions is a business whose own site puts it this way: "An operator-level audit that finds the hidden friction making your business harder to grow, then hands youa ranked list of fixes. Book yours." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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 4.6/10, Hidden Frictions is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Where to go next.?
Hidden Frictions is built around one decision — whether to find out where your business is leaking growth. Here’s the rest of the site.
Is this your brand?
The exact fixes for Hidden Frictions
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 Hidden Frictions.
Source & Attribution
Scored by Engagemii on October 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hiddenfriction
Cite this score: Engagemii (2026). "AEO Score for Hidden Frictions." Retrieved from https://engagemii.com/aeo/brands/hiddenfriction
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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