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AI Visibility Scorecard
VBA2Py
vba2py.com · Technology
At 2.6/10, VBA2Py 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,541,548 of 2,706,098 in Technology for AI visibility
2.6
/10
AEO Score
About VBA2Py
from our crawl and measurement
Secure VBA → Python Migration · VBA2Py · VBA2Py describes itself simply: "Modernize Excel VBA macros into auditable Python services with enterprise security, FastAPI-ready architecture, and finance-grade controls." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.4 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
3
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 2.6/10, VBA2Py is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for VBA2Py
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vba2py
Cite this score: Engagemii (2026). "AEO Score for VBA2Py." Retrieved from https://engagemii.com/aeo/brands/vba2py
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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