Built for the real interview

Crack your next AI & tech interview with confidence.

Real interview questions, deep follow-ups, answer cheatsheets and system-design preparation—built for the way modern AI & software interviews actually work.

 AI · GenAI · Agentic AI · Python · Frontend · System Design · Data Science · DSA · MACHINE LEARNING 


  A better way to prepare                                  Questions behind the questions     System design thinking     Career-ready clarity


Choose your depth

Choose your interview preparation track.

 

01

AI & GenAI Interviews

Get fluent in the architecture, trade-offs and production realities behind modern AI.

LLMsRAGTransformersPromptingLLMOpsEvaluation

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02

Agentic AI Interviews

Prepare for the systems turning models into reliable, tool-using agents.

AI AgentsReActTool CallingMCPA2AMemory

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03

Python Interviews

Build confident answers across the language, runtime, algorithms and APIs.

PythonOOPDSAAPIsAsyncAI Python

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04

Frontend & Web

Think clearly about interfaces, performance and architecture at scale.

JavaScriptTypeScriptReactNext.jsTestingPerformance

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05

AI System Design

Learn to articulate scalable AI systems from first principles to production.

ArchitectureVector DBsInfrastructureObservabilityRAGScale

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06

Data Science & ML

Make the reasoning behind your models, metrics and decisions interview-ready.

MLStatisticsSQLEvaluationFeaturesMLOps

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The Aivions difference

Prepare for the  conversation behind the question.

The best interviews are not trivia contests. They are a test of judgment, clarity and technical depth.

⚡

Real interview focus

Questions designed around real technical discussions, not textbook definitions.

🧠

Deep follow-ups

Go beyond what it is and prepare for why, when, trade-offs and production challenges.

🏗️

System design

Learn to architect scalable AI and software systems from first principles.

🤖

Modern AI topics

Stay current with GenAI, Agentic AI, MCP, RAG, LLMOps and AI architecture.

📚

Ready-to-use cheatsheets

Fast revision resources for the hour before the interview.

🎯

Career focused

Prepare for higher-level conversations and AI-focused roles with confidence.

Aivions preview

Think you know the answer? Interviewers go deeper.

A strong answer is only the opening move. Practice the follow-ups that reveal how you actually think.

 

Question 01AI fundamentals

What is RAG?

Follow-up questions interviewers may ask:

→Why use RAG instead of fine-tuning?

→How would you reduce hallucinations?

→BM25 vs vector search?

→How would you evaluate retrieval quality?

→What happens when retrieval fails?

→How would you scale RAG to millions of documents?

Meet the founder

Preparing you for the interviews AI is creating.

Swastika Purohit is an AI Strategist and AI Engineer focused on helping technology professionals prepare for the rapidly evolving AI-driven job market. Through Aivions, she creates practical interview preparation resources designed around real-world technical discussions, deep follow-up questions, system design and modern AI engineering.

Swastika Purohit

AI Strategist · AI Engineer · Founder, Aivions

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