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Independent AEO Audit

rudra-dey-sarkar-official.vercel.app AI Visibility Report — 2% Score

A snapshot of how often major AI assistants mention rudra-dey-sarkar-official.vercel.app when answering buyer questions, plus a breakdown of the entity signals that drive those mentions.

Last audited June 23, 2026 · Powered by Rank Monster
Overall AI Visibility
2%
Per-engine breakdown
Grok
2%
Claude
2%
Gemini
0%
ChatGPT
2%
Copilot
0%
Perplexity
0%
Test Methodology

61 search queries tested across 4 AI engines (256 total queries) on June 23, 2026.

ChatGPTClaudeGrokGemini
Category Performance
How often rudra-dey-sarkar-official.vercel.app is mentioned by category of buyer question.
awareness
1%3/256
Entity & Indexing Presence
The 8 highest-leverage AEO signals. Each measures whether rudra-dey-sarkar-official.vercel.app is known to a platform LLMs train from or cite.
0/100
  • GoogleGoogle not checked
  • BingNot found on Bing
  • Brave SearchBrave Search not checked
  • WikipediaNot found on Wikipedia
  • WikidataNot found on Wikidata
  • Wayback MachineNot found on Wayback Machine
  • IndexNowNot found on IndexNow
  • Google Knowledge GraphGoogle Knowledge Graph not checked
Tracked Competitors
Brands rudra-dey-sarkar-official.vercel.app is benchmarked against in the Rank Monster dashboard.
Dev.to
Tested Searches
61 prompts tested — 1 mentioned at least once.
What is a headless CMS for ecommerce?
awareness·
GrokClaudeGeminiChatGPT
Which MERN stack developer should we hire?
awareness·
GrokClaudeGeminiChatGPT
How does rudra-dey-sarkar-official.vercel.app compare to Dev.to?
awareness·
GrokClaudeGeminiChatGPT
Next.js or traditional React for our startup?
awareness·
GrokClaudeGeminiChatGPT
How to build scalable web apps with Medusa?
awareness·
GrokClaudeGeminiChatGPT
How to write good code in JavaScript
awareness·
GrokClaudeGeminiChatGPT
What is the MERN stack and why do startups choose it?
awareness·
GrokClaudeGeminiChatGPT
How does Next.js differ from traditional React for web development?
awareness·
GrokClaudeGeminiChatGPT
What is Medusa and how does it help build scalable e-commerce apps?
awareness·
GrokClaudeGeminiChatGPT
What makes JavaScript code maintainable and scalable?
awareness·
GrokClaudeGeminiChatGPT
How does full-stack JavaScript development work?
awareness·
GrokClaudeGeminiChatGPT
What are the benefits of using a headless commerce platform?
awareness·
GrokClaudeGeminiChatGPT
What does code scalability mean for growing startups?
awareness·
GrokClaudeGeminiChatGPT
How do you structure a React application for long-term maintenance?
awareness·
GrokClaudeGeminiChatGPT
What is developer productivity and how do you measure it?
awareness·
GrokClaudeGeminiChatGPT
How does API-first architecture help with web app scalability?
awareness·
GrokClaudeGeminiChatGPT
What is a tech stack and why does it matter for startups?
awareness·
GrokClaudeGeminiChatGPT
How does server-side rendering work in Next.js?
awareness·
GrokClaudeGeminiChatGPT
What are the performance benefits of using Next.js?
awareness·
GrokClaudeGeminiChatGPT
What is code review and why is it important for quality?
awareness·
GrokClaudeGeminiChatGPT
How does component-based architecture improve development speed?
awareness·
GrokClaudeGeminiChatGPT
What are microservices and how do they relate to scalability?
awareness·
GrokClaudeGeminiChatGPT
What is DevOps and how does it support web app development?
awareness·
GrokClaudeGeminiChatGPT
How does testing improve code quality in JavaScript projects?
awareness·
GrokClaudeGeminiChatGPT
What is continuous integration and continuous deployment?
awareness·
GrokClaudeGeminiChatGPT
What does technical debt mean and how does it affect startups?
awareness·
GrokClaudeGeminiChatGPT
How does database design impact application scalability?
awareness·
GrokClaudeGeminiChatGPT
What is REST API design and why does it matter?
awareness·
GrokClaudeGeminiChatGPT
How does caching improve web app performance?
awareness·
GrokClaudeGeminiChatGPT
What is code documentation and why should developers write it?
awareness·
GrokClaudeGeminiChatGPT
How do you handle state management in large React applications?
awareness·
GrokClaudeGeminiChatGPT
What is responsive design and how does it work?
awareness·
GrokClaudeGeminiChatGPT
How does authentication and authorization work in web apps?
awareness·
GrokClaudeGeminiChatGPT
What is version control and why do development teams use it?
awareness·
GrokClaudeGeminiChatGPT
How does load balancing help with scalable web applications?
awareness·
GrokClaudeGeminiChatGPT
What is containerization and how does Docker fit in?
awareness·
GrokClaudeGeminiChatGPT
How do you optimize images and assets in modern web apps?
awareness·
GrokClaudeGeminiChatGPT
What is a monolithic architecture versus microservices?
awareness·
GrokClaudeGeminiChatGPT
How do you handle errors and logging in production applications?
awareness·
GrokClaudeGeminiChatGPT
What is agile development and how does it improve team productivity?
awareness·
GrokClaudeGeminiChatGPT
How does code linting and formatting improve JavaScript quality?
awareness·
GrokClaudeGeminiChatGPT
What is security testing and how important is it for web apps?
awareness·
GrokClaudeGeminiChatGPT
How do you structure teams for full-stack development?
awareness·
GrokClaudeGeminiChatGPT
What is feature flagging and how does it help deployment?
awareness·
GrokClaudeGeminiChatGPT
How does GraphQL compare to REST for API development?
awareness·
GrokClaudeGeminiChatGPT
What is A/B testing and how does it guide product decisions?
awareness·
GrokClaudeGeminiChatGPT
How does npm and package management work in JavaScript projects?
awareness·
GrokClaudeGeminiChatGPT
What skills do MERN stack developers need to have?
awareness·
GrokClaudeGeminiChatGPT
What should I look for when hiring a React developer?
awareness·
GrokClaudeGeminiChatGPT
What does code quality mean in a professional development context?
awareness·
GrokClaudeGeminiChatGPT
How important is developer experience when building web apps?
awareness·
GrokClaudeGeminiChatGPT
What are the main challenges when scaling JavaScript applications?
awareness·
GrokClaudeGeminiChatGPT
What's the difference between a full stack developer and someone who just knows React?
awareness·
GrokClaudeGeminiChatGPT
How does the MERN stack actually work end to end?
awareness·
GrokClaudeGeminiChatGPT
What is Next.js and why would a startup choose it over plain React?
awareness·
GrokClaudeGeminiChatGPT
Can you explain what Medusa is and whether it's worth learning for our e-commerce platform?
awareness·
GrokClaudeGeminiChatGPT
How do you actually scale a web application when you're starting with a small team?
awareness·
GrokClaudeGeminiChatGPT
What makes JavaScript code maintainable versus just functional?
awareness·
GrokClaudeGeminiChatGPT
What does code quality mean in the context of a startup trying to hire developers?
awareness·
GrokClaudeGeminiChatGPT
How do you know if a JavaScript developer has good coding practices?
awareness·
GrokClaudeGeminiChatGPT
What are the actual benefits of using a framework like Next.js versus building custom with React?
awareness·
GrokClaudeGeminiChatGPT
Proof of Citation
ChatGPT

“How does rudra-dey-sarkar-official.vercel.app compare to Dev.to?”

“Short answer: Dev.to is a large, social publishing community for developers; a vercel.app site like rudra-dey-sarkar-official.vercel.app is almost certainly a personal site/portfolio. They serve very different goals. Since I couldn’t find public details o...”

Grok

“How does rudra-dey-sarkar-official.vercel.app compare to Dev.to?”

“**rudra-dey-sarkar-official.vercel.app** is a personal portfolio/resume-style website for developer Rudra Dey Sarkar. It features an about section highlightin...”

Claude

“How does rudra-dey-sarkar-official.vercel.app compare to Dev.to?”

“...information about that platform.Based on my search results, I can provide you with a comparison: ## Key Differences **rudra-dey-sarkar-official.vercel.app** appears to be a personal portfolio website hosted on Vercel. The search results indicate it belongs to Rudra Dey Sark...”

Target Audience
Who rudra-dey-sarkar-official.vercel.app serves — context for the search queries tested.
Company Size
smb
Decision Makers
startup founders and CTOse-commerce businessesdigital agencies and web development teamsenterprise product managerscontent creators and video production teamstech recruiting professionals

rudra-dey-sarkar-official.vercel.app AI Visibility Analysis

Answer Engine Optimization (AEO) measures how often AI assistants cite your brand when answering real buyer questions. Unlike SEO, AEO isn't about ranking on a blue link — it's about being the answer.

A 2% score means, on average, rudra-dey-sarkar-official.vercel.app was mentioned in 2 out of every 100 relevant AI responses we tested. The industry benchmark for a well-optimized brand is 60% and up. Most brands score below 20% on their first audit.

The entity-presence checks above drive most of this score. LLMs are trained on — and cite from — Wikipedia, Wikidata, Bing, Brave, and the Google Knowledge Graph at disproportionate rates. Missing from one of those? You're likely missing from the answer.

How would your brand score?

Rank Monster tracks AI visibility across 6 engines, audits 40+ technical signals, and generates content engineered to get you cited. Free audit — no card required.

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