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Monster Worldwide

Monster: GenAI Interview Practice Tool

Sr. Product Manager — Mobile Apps · 2024 - 2025

Led the development of an AI-powered interview practice platform using LLMs.

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The Challenge

Job seekers needed realistic interview practice with AI-powered feedback to improve their performance and confidence.

The Solution

Developed a mobile-first AI interview coach using OpenAI's APIs, providing personalized feedback, practice scenarios, and progress tracking.

What I Did

  • Led cross-functional team of 8 developers, designers, and QA
  • Implemented A/B testing framework resulting in 23% improvement in session completion
  • Integrated real-time AI feedback system with 90% accuracy in speech recognition
  • Designed adaptive questioning algorithm based on user performance patterns

Outcome

Launched to 50K+ users with 4.3/5 app store rating and 85% user retention after first session.