AI Visibility Scorecard
kpi-construction.com · Home & Living
At 2.14/10, David Stern CFO, LLC is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude · Apple Intelligence
Top 25% in Home & Living for AI visibility
<1
2.14
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Home & Living average 2. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Home & Living average 21
See what's behind this score →0
from our crawl and measurement
David Stern CFO, LLC describes itself simply: "Fractional CFO services for commercial and residential specialty-trade contractors. 100% remote services available to construction contractors nationwide." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.14 out of 10.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness) and a readable heading structure. It is missing an llms.txt file and a sitemap.
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
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
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.14/10, David Stern CFO, LLC is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
How do other contractors like working with David Stern CFO?
“Instead of breaking even or showing a small profit, we are now in a strong financial position. We plan on utilizing David’s skill set, extensive business knowledge, and acumen for years to come.” Rex Daysh President, California Retaining Walls Co, Specialty Contractor “His coaching at some critical junctures of our business made all the difference for us. I recommend David without reservation!
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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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kpi-construction
Cite this score: Engagemii (2026). "AEO Score for David Stern CFO, LLC." Retrieved from https://engagemii.com/aeo/brands/kpi-construction
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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