AI Visibility Scorecard
Heather Irwin
Borderline visible. AI bots can crawl Heather Irwin, 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 4 times
ChatGPT · Claude
<1
AI Naming Predictability
iRarely named · <1/100
4
AEO Visibility
iBorderline · 4/10
-
Network Authority
iNot connected yet
35
Muse Index Score
iAI agent readiness
Transactable · 35/100
0
AI Adoption
iNone detected · 0/100
About Heather Irwin
from our crawl and measurement
Heather Irwin is a Pittsburgh, PA business whose own site puts it this way: "This one will immediately capture you. Maybe it’s the timeless all-brick exterior, the beautifully level approach, or simply the way the home sits so comfortably within one of Brookline’s." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (SingleFamilyResidence) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
- Company ·
- Heather Irwin
- Website ·
- 1548reamer.com
- Location ·
- Pittsburgh, PA
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Sep 30, 2026
- Verified connections ·
- None yet
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Strong
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
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 4/10, Heather Irwin is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Heather Irwin
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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 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/1548reamer
Cite this score: Engagemii (2026). "AEO Score for Heather Irwin." Retrieved from https://engagemii.com/aeo/brands/1548reamer
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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