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AI Visibility Scorecard
Len Marsh: Not Your Average CFO
lenmarsh.com · Finance & Insurance
At 2.7/10, Len Marsh: Not Your Average CFO is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 2 times
Claude
#660,984 of 743,789 in Finance & Insurance for AI visibility
2.7
/10
AEO Score
About Len Marsh: Not Your Average CFO
from our crawl and measurement
Len Marsh: Not Your Average CFO describes itself simply: "HomeAboutSuccess StoriesFAQsBusiness AdviceLen Marsh,not youraverage CFOI help small business owners and their companies thrive." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.7 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 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.7/10, Len Marsh: Not Your Average CFO is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Len Marsh: Not Your Average CFO
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lenmarsh
Cite this score: Engagemii (2026). "AEO Score for Len Marsh: Not Your Average CFO." Retrieved from https://engagemii.com/aeo/brands/lenmarsh
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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