The Critical Multiplier

AI InterviewRole-Based Simulator

High-fidelity simulations for AI, Data, and System Design interviews. Voice and text-based adaptive feedback.

Adaptive Questioning

AI adapts follow-up questions based on your previous technical responses, just like a real interviewer.

Topic Domain Vault

Targeted simulations for LLMs, RAG, MLOps, System Design, and Technical Leadership roles.

Real-time Analytics

Get scored on technical correctness, communication clarity, and situational logic immediately.

Workflow Selection

Simulation Scenarios

FAANG Technical

Standard behavioral + LeetCode scenario.

Early Stage Startup

Rapid problem solving & product mindset.

System Design Deep-dive

Architecture, scalability & bottleneck analysis.

Take-home Defense

AI model logic & performance trade-off defense.

AI Evaluator

Incoming Question

"Explain how you would mitigate data leakage when building a real-time RAG pipeline for financial documents."

ACTIVE SIMULATION