AI Visibility Scorecard
Refactor Group
refactorcoach.com · Technology
Borderline visible. AI bots can crawl Refactor Group, 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 6 times
Claude · Meta AI
#1,543,264 of 2,705,025 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
4
AI Adoption
iBasic · 4/100
About Refactor Group
from our crawl and measurement
Refactor Group describes itself simply: "1:1 coaching, guided programs, and community support designed specifically for software engineers and engineering managers." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 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 2 times 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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
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 4.5/10, Refactor Group is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What makes Refactor different?
Unlike other career coaching providers, Refactor specifically designs our coaching for software engineers. Dive deep into areas like career direction, job transition, full stack application development, software architecture & design, engineering management, and more.
Why Refactor?
As a fellow software engineer with 25+ years of experience building many different types of software, I understand the challenges you face in navigating the complex landscape of professional growth.
Is this your brand?
The exact fixes for Refactor Group
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 Refactor Group.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/refactorcoach
Cite this score: Engagemii (2026). "AEO Score for Refactor Group." Retrieved from https://engagemii.com/aeo/brands/refactorcoach
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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