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AI Visibility Scorecard
Stop Fighting Your Ledger
numary.com · Finance & Insurance
Somewhat visible. AI bots can read Stop Fighting Your Ledger, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Claude · ChatGPT · Meta AI
#7,634 of 758,586 in Finance & Insurance for AI visibility
6.5
/10
AEO Score
About Stop Fighting Your Ledger
from our crawl and measurement
Stop Fighting Your Ledger describes itself simply: "One programmable ledger for payments, treasury and reconciliation: model any money movement in Numscript, connect every rail, and close your books continuously." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 6.5/10, Stop Fighting Your Ledger has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Stop Fighting Your Ledger
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/numary
Cite this score: Engagemii (2026). "AEO Score for Stop Fighting Your Ledger." Retrieved from https://engagemii.com/aeo/brands/numary
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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