#1,247,505 OF 2,693,825 IN TECHNOLOGY
SCORE HISTORY BEGINS 2026-07-17
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AI Visibility Scorecard
Sugam Panthi
spanthi.com · Technology
Borderline visible. AI bots can crawl Sugam Panthi, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude · Apple Intelligence
#1,247,505 of 2,693,825 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
10
AI Adoption
iBasic · 10/100
About Sugam Panthi
from our crawl and measurement
Sugam Panthi is a business whose own site puts it this way: "Portfolio of Sugam Panthi, software engineer, researcher, and writer based in Hattiesburg, MS." When AI engines look at it, they find little to work with. It scores 4.5 out of 10.
Our crawl found structured data on the page (WebPage, WebSite, Person), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
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
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
4
Forum and community discussion.
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 4.7/10, Sugam Panthi is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Sugam Panthi
Which AI engines already crawl you
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/spanthi
Cite this score: Engagemii (2026). "AEO Score for Sugam Panthi." Retrieved from https://engagemii.com/aeo/brands/spanthi
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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