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Title: :  AGROPRO – AI-POWERED SMART AGRICULTURAL ADVISORY PLATFORM
PaperId: :  27840
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 6 2025
DUI:    16.0415/IJARIIE-27840
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Mr. Dineshkumar MRajarajeswari College of Engineering
Manoj Kumar T NRajarajeswari College of Engineering
Prajwal BNRajarajeswari College of Engineering
Sachin Rajarajeswari College of Engineering

Abstract

Computer Engineering
Precision Agriculture, Machine Learning, Deep Learning, Natural Language Processing, Multilingual Systems, Agricultural Decision Support, XGBoost, ResNet CNN, Smart Farming, Rural Technology
Agriculture in India faces critical challenges including suboptimal crop selection, delayed disease detection, and inefficient resource utilization, resulting in annual losses exceeding Rs 92,000 crore. This paper presents Agro- Pro, an integrated AI-powered web platform that provides multilingual (English, Kannada, Hindi) agricultural advisory services to Karnataka farmers. The system employs five machine learning models: XGBoost classifier for crop recommendation (93.53% accuracy), ResNet-9 CNN for plant disease detection (95.2% accuracy), rule- based expert system for fertilizer advisory (100% accuracy), and Random Forest regressors for yield (96.83% R²) and price prediction (93.30% R²). A novel contribution is the integration of a Smart NLP Assistant that under- stands natural language queries in regional languages and provides context-aware responses using real-time ML predictions. Deployed as a Flask web application with 21+ features including irrigation management, farm calen- dar, expense tracking, and government schemes database, AgroPro demonstrates 95.6% average accuracy across all models. Field testing with 150 farmers showed 78% adoption rate and projected Rs 30,000-65,000 annual savings per farmer. The platform addresses the critical language barrier affecting 70% of Karnataka’s 7 million farmers, representing a significant advancement in precision agriculture technology for developing economies. The system integrates multiple AI/ML models in a production-ready architecture with comprehensive security measures, multilingual NLP interface, and validated economic impact, making it a holistic solution for small and marginal farmers in rural Karnataka.

Citations

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IJARIIE Mr. Dineshkumar M, Manoj Kumar T N, Prajwal BN, and Sachin . "AGROPRO – AI-POWERED SMART AGRICULTURAL ADVISORY PLATFORM" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 6 2025 Page 1544-1552
MLA Mr. Dineshkumar M, Manoj Kumar T N, Prajwal BN, and Sachin . "AGROPRO – AI-POWERED SMART AGRICULTURAL ADVISORY PLATFORM." International Journal Of Advance Research And Innovative Ideas In Education 11.6(2025) : 1544-1552.
APA Mr. Dineshkumar M, Manoj Kumar T N, Prajwal BN, & Sachin . (2025). AGROPRO – AI-POWERED SMART AGRICULTURAL ADVISORY PLATFORM. International Journal Of Advance Research And Innovative Ideas In Education, 11(6), 1544-1552.
Chicago Mr. Dineshkumar M, Manoj Kumar T N, Prajwal BN, and Sachin . "AGROPRO – AI-POWERED SMART AGRICULTURAL ADVISORY PLATFORM." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 6 (2025) : 1544-1552.
Oxford Mr. Dineshkumar M, Manoj Kumar T N, Prajwal BN, and Sachin . 'AGROPRO – AI-POWERED SMART AGRICULTURAL ADVISORY PLATFORM', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, 2025, p. 1544-1552. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/AGROPRO_–_AI_POWERED_SMART_AGRICULTURAL_ADVISORY_PLATFORM_ijariie27840.pdf (Accessed : ).
Harvard Mr. Dineshkumar M, Manoj Kumar T N, Prajwal BN, and Sachin . (2025) 'AGROPRO – AI-POWERED SMART AGRICULTURAL ADVISORY PLATFORM', International Journal Of Advance Research And Innovative Ideas In Education, 11(6), pp. 1544-1552IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/AGROPRO_–_AI_POWERED_SMART_AGRICULTURAL_ADVISORY_PLATFORM_ijariie27840.pdf (Accessed : )
IEEE Mr. Dineshkumar M, Manoj Kumar T N, Prajwal BN, and Sachin , "AGROPRO – AI-POWERED SMART AGRICULTURAL ADVISORY PLATFORM," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, pp. 1544-1552, Nov-Dec 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/AGROPRO_–_AI_POWERED_SMART_AGRICULTURAL_ADVISORY_PLATFORM_ijariie27840.pdf [Accessed : ].
Turabian Mr. Dineshkumar M, Manoj Kumar T N, Prajwal BN, and Sachin . "AGROPRO – AI-POWERED SMART AGRICULTURAL ADVISORY PLATFORM." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 6 ().
Vancouver Mr. Dineshkumar M, Manoj Kumar T N, Prajwal BN, and Sachin . AGROPRO – AI-POWERED SMART AGRICULTURAL ADVISORY PLATFORM. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(6) : 1544-1552. Available from: https://ijariie.com/AdminUploadPdf/AGROPRO_–_AI_POWERED_SMART_AGRICULTURAL_ADVISORY_PLATFORM_ijariie27840.pdf
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