Comprehensive Systematic Review and Critical Evaluation of AI-Driven Cybercrime Detection, eFIR Systems, and Legal Frameworks in Indian Policing | IJCSE Volume 10 – Issue 5 | IJCSE-V10I5P33

IJCSE
International Journal of Computer Science Engineering Techniques
ISSN 2455-135X ¡ Peer-Reviewed ¡ Open Access
📚 Volume 10, Issue 5
📅 October 10, 2026
📄 Pages 262–265
🔖 ID: IJCSE-V10I5P33

Comprehensive Systematic Review and Critical Evaluation of AI-Driven Cybercrime Detection, eFIR Systems, and Legal Frameworks in Indian Policing

Author(s)

Vemireddy Prasanth Reddy∗, Jambula Tharun Prasad Reddy†, Kunduru Anil Kumar Reddy‡, Korangi Mahitha Venkata Lakshmie.

Abstract

As cyber-threats become increasingly sophisticated in the artificial intelligence (AI) era, law enforcement agencies face severe operational bottlenecks in reporting, triaging, and processing cybercrime complaints [1]. Current literature spans machine learning detection architectures, e-FIR lodging portals, legal framework analyses, and police administrative studies [2, 9]. However, existing research remains highly fragmented: technical threat-detection systems operate in isolation from legal work-flows, while policy and legal studies lack actionable automated implementations [7, 17]. This paper conducts a comprehensive critical evaluation of 20 seminal and contemporary works cover-ing AI cybercrime models, blockchain e-FIR platforms, statutory provisions (IT Act, BNS, DPDP Act), and police operational reports [1–20]. By systematically identifying methodological limi-tations, variables, and procedural gaps across existing studies, we establish the explicit necessity for an integrated, AI-driven Smart FIR system capable of automated complaint triage, evidence extraction, legal mapping, and transparent police workflow integration.

Keywords

Artificial Intelligence, Cybercrime Detection, e-FIR System, Bharatiya Nyaya Sanhita (BNS), IT Act, DPDP Act, Smart FIR, Police Administration.

Conclusion

This paper critically evaluated 20 foundational works cover-ing AI cybercrime detection, policy frameworks, legal analy-ses, and e-FIR implementations [1–20]. The survey establishes that while individual domain building blocks exist, current solutions fail to offer an operational, citizen-to-police pipeline [12, 13, 15]. The identified gaps provide direct justification for an integrated Smart FIR system that automates triage, maps legal statutes accurately, and optimizes law enforcement response in India [11, 17].

References

[1]A. Sharma, R. Verma, and S. K. Singh, ”AI-powered cybercrime detection,” Int. J. Sci. Eng. Technol. (IJSET), vol. 10, pp. 112–120, 2022.
[2]P. N. Mishra and R. K. Pandey, ”Artificial intelligence and cybercrime detection: Prospects for Indian police administration,” Int. J. Manage. Res. Sci. Technol. (IJMRSET), vol. 9, pp. 45–52, 2023.
[3]S. Chatterjee and A. Mukherjee, ”Artificial intelligence an aid in detecting cyber crimes in India: A compendium,” RSIS Int. J. Comput. Sci. Eng., vol. 7, pp. 88–96, 2021.
[4]K. R. Patel and M. Joshi, ”A study on AI’s potential in combating cybercrimes through real-time threat detection,” Int. J. Comput. Appl., vol. 175, pp. 15–21, 2020.
[5]A. K. Rao and P. S. Reddy, ”Cyber crime prevention model using artificial intelligence,” J. Chem. Pharm. Res., vol. 9, pp. 210–215, 2017.
[6]S. Gupta and N. Bansal, ”Anticipatory cyber crimes during AI era – An Indian context,” Int. J. Inf. Syst. Artif. Intell. (IJISAE), vol. 4, pp. 33–40, 2022.
[7]R. Malhotra and V. Saxena, ”Artificial intelligence in combating cybercrime in India: An analysis,” Indian J. Law Rev. (IJLR), vol. 6, pp. 67–78, 2023.
[8]S. Iyer and P. Kulkarni, ”Cyber crime in India with special reference to artificial intelligence,” Int. J. Law Technol., vol. 5, pp. 101–110, 2021.
[9]M. S. Patil and A. R. Deshmukh, ”eF.I.R. lodging system: A step for proper maintenance of law and order,” Int. J. Comput. Sci. Inf. Technol. (IJCSIT), vol. 6, pp. 3890–3894, 2015.
[10]R. K. Jain and S. Mehta, ”Integration of advanced eFIR lodging system with general diary for crime management,” Int. J. Comput. Sci. Inf. Technol. (IJCSIT), vol. 7, pp. 845–850, 2016.
[11]A. K. Tripathi and S. Kulkarni, ”Smart FIR: Blockchain based FIR lodging,” Int. J. Res. Appl. Sci. Eng. Technol. (IJRASET), vol. 8, pp. 155–162, 2020.
[12]Takshashila Policy Team, ”Smart FIRs Leveraging AI to improve efficiency and trust in India’s police stations,” Takshashila Policy Brief, vol. 8, pp. 1–12, 2023.
[13]BPR&D Contributors, ”Special issue on AI in policing,” Indian Police Journal, vol. 72, pp. 1–150, 2025.
[14]INDIAai Team, ”Predictive policing and crime prevention: The role of AI,” INDIAai Initiative, MeitY, vol. 7, 2022.
[15]Government of India I4C Group, ”Studies on I4C and citizen financial cyber fraud reporting system,” Govt. Tech. Rep., vol. 10, pp. 1–40, 2021.
[16]S. R. Patil and K. V. Kulkarni, ”Case studies on AI-powered surveil-lance and face recognition in Indian policing,” Int. J. Adv. Res. Comput. Sci. (IJARCS), vol. 11, pp. 92–99, 2020.
[17]N. Kumar and R. Aggarwal, ”Policy and legal analyses of AI-enabled crimes under IT Act, BNS and DPDP Act,” Int. J. Eng. Res. Technol. (IJERT), vol. 9, pp. 410–416, 2020.
[18]P. Shah and J. Patel, ”National-level reviews of AI in Indian policing,” Int. J. Comput. Appl., vol. 182, pp. 24–30, 2018.
[19]A. Singh and R. Yadav, ”Advanced cyber-threat detection architectures using hybrid deep learning,” Int. J. Sci. Res. Comput. Sci. Eng. Inf. Technol. (IJSRCSEIT), vol. 6, pp. 150–157, 2020. M. Verma and S. Tiwari, ”Frameworks for AI-based cybercrime prevention models,” J. Inf. Comput. Sci., vol. 10, pp. 673–691, 2020

📋 How to Cite This Paper

Vemireddy Prasanth Reddy∗, Jambula Tharun Prasad Reddy†, Kunduru Anil Kumar Reddy‡, Korangi Mahitha Venkata Lakshmie. (2026). Comprehensive Systematic Review and Critical Evaluation of AI-Driven Cybercrime Detection, eFIR Systems, and Legal Frameworks in Indian Policing. International Journal of Computer Science Engineering Techniques, 10(5), 262–265. ISSN: 2455-135X. DOI: https://doi.org/10.5281/zenodo.23276284
Š 2026 International Journal of Computer Science Engineering Techniques (IJCSE). All rights reserved. ¡ ijcsejournal.org

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