AI Visibility Scorecard
Harness
harnesswealth.com · Finance & Insurance
Somewhat visible. AI bots can read Harness, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 19 times
Meta AI · Claude · ChatGPT · Apple Intelligence
#10,724 of 791,974 in Finance & Insurance for AI visibility
43
5
AEO Visibility
iBorderline · 5.2/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
8
AI Adoption
iBasic · 8/100
About Harness
from our crawl and measurement
Harness, based in New York, NY, describes itself simply: "Harness runs the engine behind established CPA firms, AI tax prep, concierge support, one data layer, and a national back-office. Clients keep a person they trust." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a few credibility markers.
Off the page, other sites link to it and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established and there is little discussion of it. Beyond that, AI engines do not yet recognise it as a distinct business and there is no press coverage to draw on.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT). It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
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
Strong
Inbound links from other sites.
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
Fair
Forum and community discussion.
Social Mentions
Fair
Social discussion and mentions.
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 5.2/10, Harness has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Harness
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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 August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/harnesswealth
Cite this score: Engagemii (2026). "AEO Score for Harness." Retrieved from https://engagemii.com/aeo/brands/harnesswealth
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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