AI Visibility Scorecard
Harbor Research Group
harborresearchgroup.com · Professional Services
Borderline visible. AI bots can crawl Harbor Research 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
Meta AI · Claude · Perplexity
#360,167 of 528,923 in Professional Services for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Professional Services average 8
Top 41% of Professional Services
See what's behind this score →4
AEO Visibility
iNear-invisible · 3.6/10
Professional Services average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
Professional Services average 0.0
0 relationships · Professional Services average 1
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Professional Services average 18
See what's behind this score →0
About Harbor Research Group
from our crawl and measurement
Harbor Research Group is a business whose own site puts it this way: "Harbor Research Group is an independent, vendor-neutral consulting firm serving banks, credit unions, and financial institutions." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Our crawl found structured data on the page (ProfessionalService), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 6 times in our tracking, including ClaudeBot (Anthropic), Meta AI and PerplexityBot.
- Company ·
- Harbor Research Group
- Website ·
- harborresearchgroup.com
- Industry ·
- Professional Services
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Oct 25, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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 read your site and name it in answers. At 3.6/10, Harbor Research Group is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Harbor Research Group
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on October 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/harborresearchgroup
Cite this score: Engagemii (2026). "AEO Score for Harbor Research Group." Retrieved from https://engagemii.com/aeo/brands/harborresearchgroup
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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