AI Visibility Scorecard
Devansh Sati
devanshsati.com · Technology
Borderline visible. AI bots can crawl Devansh Sati, 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
#1,684,455 of 2,707,329 in Technology for AI visibility
66
AI Naming Predictability
iLikely to be named · 66/100
4
AEO Visibility
iBorderline · 4.3/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Devansh Sati
from our crawl and measurement
Devansh Sati Researcher · Developer · Security Engineer is a business whose own site puts it this way: "I build AI systems that hold up under attack, from adversarial defenses for edge vision models to the full-stack platforms they ship in." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found structured data on the page (Person), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
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.
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 4.3/10, Devansh Sati is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
One question, approached three ways: how do we build systems we can trust?
01ResearchAdversarial robustness for edge vision models — LightDefend, my thesis on keeping YOLOv8 reliable under FGSM attack.Enter 02DevelopmentFull-stack platforms in production: Next.js, Node, MongoDB, Flutter — deployed and run on servers I manage.Enter 03ExplorationTravel, places that shaped the work, and the things I'm curious about right now.Enter // Experience log
Is this your brand?
The exact fixes for Devansh Sati
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Source & Attribution
Scored by Engagemii on October 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/devanshsati
Cite this score: Engagemii (2026). "AEO Score for Devansh Sati." Retrieved from https://engagemii.com/aeo/brands/devanshsati
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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