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Design and Implementation of an AI-Based Voice Chat Application Using Natural Language Processing and Speech Recognition

Pranjal Amol Badgujar Amol Badgujar

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Paper Contents

Abstract

With growing demand for natural and accessible human-computer interaction, voice-based AI systems have become essential in domains such as education, healthcare, and customer service. This paper presents the design and implementation of a real-time AI voice chat application that enables natural, context-aware spoken dialogue. The system integrates Whisper for speech recognition, GPT-based models for natural language understanding, and Tacotron 2 for speech synthesis. Key challenges addressed include low-latency response, multilingual and accent variation, and user data privacy. Our modular architecture ensures cross-platform scalability. Experimental results show a word error rate below 8% and sub-second response times in typical conditions. Limitations such as model drift and speech monotony are discussed, along with strategies for optimization. This work demonstrates a practical, extensible solution for intelligent voice-based interaction

Copyright

Copyright © 2025 Pranjal Amol Badgujar. This is an open access article distributed under the Creative Commons Attribution License.

Paper Details
Paper ID: IJPREMS50900027258
ISSN: 2321-9653
Publisher: ijprems
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