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InceptoAI: AI Powered Mock Interview Platform

Anjali Deshpande, Abhilash Shinde, Shantanu Hazra, Ram Wasankar, Dr. Vikas Nandgaonkar

Computer Engineering / Indira College of Engineering and Management / Savitribai Phule Pune University, Pune, India

Corresponding Author Email: vikas.nandgaonkar@indiraicem.ac.in

anjalide464@gmail.com | ORCID: https://orcid.org/0009-0003-7355-1786

abhilashshinde4@gmail.com | ORCID: https://orcid.org/0009-0007-6757-530X

hazrashantanu051@gmail.com | ORCID: https://orcid.org/0009-0000-7972-050X

ramwasankar07@outlook.com | ORCID: https://orcid.org/0009-0006-8982-1172

ABSTRACT
InceptoAI is an intelligent, AI-powered Mock Interview platform designed to simulate and evaluate real-world interview and communication scenarios through multimodal inputs. By integrating advanced machine learning and deep learning algorithms, the system captures and processes both audio and video streams using the user’s webcam and microphone. The platform evaluates parameters such as confidence, speech clarity, emotional stability, and engagement using facial expression analysis and voice sentiment recognition models. Powered by Gemini and LangChain APIs, it generates dynamic, domain-specific interview questions and evaluates the correctness and contextual accuracy of responses. Additionally, the system provides a comprehensive feedback report that breaks down strengths, weaknesses, and behavioral metrics into quantifiable scores. InceptoAI’s modular architecture comprising input capture, processing, AI-based analysis, and automated report generation enables seamless performance across interview training, education, psychotherapy, customer service quality analysis, and corporate skill assessment. Through its AI-driven, real-time analysis, InceptoAI bridges the gap between human communication and computational understanding, empowering individuals to enhance their interpersonal and professional presentation skills.

Keywords: Mock Interview Platform, Multimodal AI, Facial Expression Recognition, Speech Sentiment Analysis, Behavioral Assessment, AI-Based Feedback System.