AI Visibility Scorecard
Stef Lum
steflum.com · Other
Borderline visible. AI bots can crawl Stef Lum, 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
4
AEO Visibility
iBorderline · 4.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Stef Lum
from our crawl and measurement
"Helping women recognize patterns of over-functioning, self-abandonment, and one-sided relationship dynamics so they can return to self-trust, nervous system regulation, and authentic." That is how Stef Lum introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
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
Good
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 4.4/10, Stef Lum is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Tired of being the one who always steps in?
You keep explaining, fixing, and carrying more than your share—even when you don’t want to. And in the moment—you still step in. This is where we start. Not after the fact. In the moment it’s happening. On the call, we’ll: • identify where you step in • see what’s driving it in real time • clarify what would actually shift it You may not need more awareness. You may need support changing what happens in the moment.
Is this your brand?
The exact fixes for Stef Lum
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.
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Source & Attribution
Scored by Engagemii on September 4, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/steflum
Cite this score: Engagemii (2026). "AEO Score for Stef Lum." Retrieved from https://engagemii.com/aeo/brands/steflum
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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