International Journal of Innovative Research in Computer and Communication Engineering
ISSN Approved Journal | Impact factor: 8.771 | ESTD: 2013 | Follows UGC CARE Journal Norms and Guidelines
| Monthly, Peer-Reviewed, Refereed, Scholarly, Multidisciplinary and Open Access Journal | High Impact Factor 8.771 (Calculated by Google Scholar and Semantic Scholar | AI-Powered Research Tool | Indexing in all Major Database & Metadata, Citation Generator | Digital Object Identifier (DOI) |
| TITLE | The Resume-Aware AI Interview Agent: A Multi-Modal Framework for Personalized Speech-Based Interview Preparation |
|---|---|
| ABSTRACT | Resume-Aware AI Interview Agent with Speech Interaction focuses on improving job interview preparation through intelligent automation and personalized evaluation. Traditional interview preparation methods rely on generic questions and manual feedback, which may not accurately reflect real interview scenarios. To address this challenge, this project presents the design and development of an automated interview system that adapts to individual candidate profiles using artificial intelligence techniques. The proposed system analyses the candidate’s resume to extract relevant skills and experiences and dynamically generates personalized resume-based and behavioural interview questions. The system supports both speech and text-based responses to simulate a realistic interview environment. Natural Language Processing techniques are employed to evaluate candidate responses based on content relevance, grammatical accuracy, and speaking fluency. In addition, a Generative AI model is integrated to generate professional, HR-ready answer suggestions, helping candidates improve response structuring. The system aims to enhance interview performance, reduce preparation time, and provide consistent and objective feedback for effective interview preparation. |
| AUTHOR | M. MOHANRAJ, DR. M. SENTHILKUMAR, MANJUNATH R, MURALITHARAN P, VIGNESH R Assistant Professor, Department of Artificial Intelligence and Data Science, Kongunadu College of Engineering and Technology, Trichy, India Professor, Department of Artificial Intelligence and Data Science, Kongunadu College of Engineering and Technology, Trichy, India Department of Artificial Intelligence and Data Science, Kongunadu College of Engineering and Technology, Trichy, India |
| VOLUME | 182 |
| DOI | DOI: 10.15680/IJIRCCE.2026.1403016 |
| pdf/16_The Resume-Aware AI Interview Agent A Multi-Modal Framework for Personalized Speech-Based Interview Preparation.pdf | |
| KEYWORDS | |
| References | [1]. T. T. H. Nguyen et al., "SimInterview: Transforming Business Education through Large Language Model-Based Simulated Multilingual Interview Training System," arXiv preprint arXiv:2508.11873, Aug. 2025. [Online]. Available: https://arxiv.org/abs/2508.11873 [2]. AitoCore, "HireVue (with AI) Technical AI Assessment & NLP Review," AitoCore, Mar. 2025. [Online]. Available: https://aitocore.com/en/tool/hirevue [3]. ScienceOpen, "SimInterview: Transforming Business Education through Large Language Model-Based Simulated Multilingual Interview Training System," ScienceOpen, 2025. [Online]. Available: https://api.scienceopen.com/document?vid=189df029-9f7d-416d-9406-7e5337a01c71 [4]. "Interactive Interview Assistant Application (IIAA): AI-Powered MetaHuman Interviewer for Student Job Interview Skills," IEEE Access, vol. 13, pp. 205505-205520, Dec. 2025. doi: 10.1109/ACCESS.2025.11275939 [5]. S. Nagdeote, A. Serrao, P. Dsouza, N. Joshi, and S. Chiwande, "PrepGenius: An AI Interview Assistant," in 2025 3rd International Conference on Intelligent Cyber Physical Systems and Internet of Things (ICoICI), Sep. 2025, pp. 958-963. doi: 10.1109/ICoICI65217.2025.11253531 [6]. S. Singh, "AI-Interview-Bot: Engineered full-stack interviewer system using Gemini 1.5 Flash for dynamic question generation," GitHub, Jun. 2025. [Online]. Available: https://github.com/Sid-istic/AI-Interview-Bot [7]. N. Yazdani, A. Ansari, A. Mahajan, A. Afsharrad, and S. S. Mousavi, "Evaluating Speech-to-Text x LLM x Text-to-Speech Combinations for AI Interview Systems," arXiv preprint arXiv:2507.16835, Jul. 2025. [8]. R. M. Sunil, T. S. Cherian, D. James, A. M. Joy, and P. Dins, "An AI-Driven Approach to Enhance Interview Performance through Voice and Response Analysis," Journal of Information Systems Engineering and Management, vol. 10, no. 2, May 2025. [Online]. Available: https://jisem-journal.com/index.php/journal/article/view/7903 [9]. Emergent Mind, "Human-Like Embodied AI Interviewer," Emergent Mind, Oct. 2025. [Online]. Available: https://www.emergentmind.com/topics/human-like-embodied-ai-interviewer [10]. Emergent Mind, "Anthropic Interviewer Systems," Emergent Mind, Jan. 2026. [Online]. Available: https://www.emergentmind.com/topics/anthropic-interviewer. |
