AI Visibility Scorecard
Fluency Works
fluency-works.com · Education
Borderline visible. AI bots can crawl Fluency Works, 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 1 times
Claude
#725,134 of 937,188 in Education for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Fluency Works
from our crawl and measurement
"Fluency Works is a math solution company. Your starting point for driving student success through teacher-led routines, training, and tools that make math fluency visible." That is how Fluency Works introduces itself. When AI engines look at it, they find little to work with. It scores 3.9 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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Fair
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
Good
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 3.9/10, Fluency Works is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why work with us?
The Institute Evidence-Based Teacher Training A focused training on how to build and sustain math fluency using research-informed routines. Educators gain the confidence and tools to support lasting student growth.
Who is it for?
Support any schools staff member in becoming a math fluency coach. Our model builds the capacity of your team so fluency improvement continues long after implementation. Increase teacher clarity, improve student ownership, and create measurable visibility into foundational math growth. Check out these examples: The Classroom Teacher For teachers who want to teach math fluency in a clear, simple, intuitive way.
What is included in the package?
Core Routine MaterialsStructured practice tools designed for short, consistent daily use in classrooms or intervention settings. Implementation GuideStep-by-step guidance for introducing the routine, building consistency, and supporting student success from the start. Progress Monitoring ToolsDigital progress monitoring that replaces guesswork with data.
Is this your brand?
The exact fixes for Fluency Works
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 Fluency Works.
Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fluency-works
Cite this score: Engagemii (2026). "AEO Score for Fluency Works." Retrieved from https://engagemii.com/aeo/brands/fluency-works
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform