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AI Visibility Scorecard
FrictionLoop — Fix the flow before you launch
frictionloop.com · Technology
At 2.9/10, FrictionLoop — Fix the flow before you launch is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,596,816 of 2,825,433 in Technology for AI visibility
2.9
/10
AEO Score
About FrictionLoop — Fix the flow before you launch
from our crawl and measurement
FrictionLoop — Fix the flow before you launch is a business whose own site puts it this way: "Human UX testing for AI-built MVPs. Find where users get stuck, get fix prompts, and retest improvements." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.9 out of 10.
Our crawl found a readable heading structure, substantial page content. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.9/10, FrictionLoop — Fix the flow before you launch is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for FrictionLoop — Fix the flow before you launch
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/frictionloop
Cite this score: Engagemii (2026). "AEO Score for FrictionLoop — Fix the flow before you launch." Retrieved from https://engagemii.com/aeo/brands/frictionloop
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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