AI Visibility Scorecard
Harsh Kedia
harshkedia.com · Automotive
Borderline visible. AI bots can crawl Harsh Kedia, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#170,369 of 365,568 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
17
AI Adoption
iBasic · 17/100
About Harsh Kedia
from our crawl and measurement
"Harsh Kedia, Senior Full-Stack AI Engineer building AI/LLM and agent systems end-to-end: agent infra, RAG, recommendation feeds, and the backends beneath them." That is how Harsh Kedia · Senior Full-Stack AI Engineer of New Delhi introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found structured data on the page (Person, WebSite), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 4.6/10, Harsh Kedia is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/harshkedia
Cite this score: Engagemii (2026). "AEO Score for Harsh Kedia." Retrieved from https://engagemii.com/aeo/brands/harshkedia
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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