AI Visibility Scorecard
By Referral Only, Inc
joestumpftrustmirror.com · Real Estate
Borderline visible. AI bots can crawl By Referral Only, Inc, 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
#320,222 of 721,056 in Real Estate for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About By Referral Only, Inc
from our crawl and measurement
"How AI Reveals Whether Trust Is Actually Present. The definitive guide for real estate and lending professionals on building irreplaceable human trust in the age of AI." That is how The Trust Mirror Joe Stumpf introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found structured data on the page (Book), an llms.txt file for AI models and a sitemap.
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 4.3/10, By Referral Only, Inc is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to Use This BookWith AI?
Every chapter ends with an AI Mirror Prompt and a Reflection Exercise. Together they form a complete practice system for using AI not as a productivity tool, but as a diagnostic instrument for the quality of trust in your relationships. Before the Meeting Use AI to prepare who you are going to be in the conversation, not just what you are going to say. Arrive already curious about the right things.
Is this your brand?
The exact fixes for By Referral Only, Inc
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 By Referral Only, Inc.
Source & Attribution
Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/joestumpftrustmirror
Cite this score: Engagemii (2026). "AEO Score for By Referral Only, Inc." Retrieved from https://engagemii.com/aeo/brands/joestumpftrustmirror
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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