A Review on Prompt Engineering in Agriculture
Abstract
The integration of Artificial Intelligence (AI) in agriculture is transforming farming practices by enhancing productivity, sustainability, and decision-making. A critical aspect of this transformation is prompt engineering—the art of crafting effective input prompts to guide large language models (LLMs) such as ChatGPT, Bard, and Claude in generating tailored and actionable outputs. This review paper presents an extensive analysis of prompt engineering techniques in agriculture, detailing advanced methods (few-shot, chain-of-thought, role based, and dynamic prompting), practical applications across crop management, soil analysis, pest control, and supply chain optimization, as well as integration with emerging technologies like IoT, blockchain, and robotics. We also discuss global case studies, challenges (data quality, economic constraints, ethical issues), and future prospects. The review integrates foundational articles from Intellias, Medium, and MDPI alongside additional scholarly sources to provide a holistic view of the field.
Keywords:
Blockchain, Prompt Engineering, Artificial Intelligence, Agriculture, Large Language Models, Precision Farming, Iot
Published
Issue
Section
License
Copyright (c) 2025 International Journal on Emerging Research Areas
This work is licensed under a Creative Commons Attribution 4.0 International License.
All published work in this journal is licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0). This license permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
How to Cite
Similar Articles
- Akhil Mohan , E R Sreema, Leshma Mohandas , P U Prabath, Saeedh Mohammed , Virtual Air Canvas , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Meenu Harikumar, Navya Sajeev, Sayoojya Saji, Sona Sunny, Prof.Thushara Sukumar, COMPARATIVE SYSTEM OF PRIVACY PRESERVING IMAGE BASED ENCRYPTION , International Journal on Emerging Research Areas: Vol. 3 No. 1 (2023): IJERA
- Parvathy S Kurup, Pranav P Nair, Sai Kishor, Aryan S Nair, Pranav P, Face Image Synthesis , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Avinash Krishnan, Belda Ben Thomas, Fr Siju John, Bava Kurian Varghese, Ajumon C Thampi, Computer Aided Carbon Footprint Estimation in Educational Institutions , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- Lis Jose, Adithya , Advaitha , Aju , Alstin Gloria , Revolutionizing Student Employment: The Rise of Unskilled Task Platforms , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- P S Aswin, Archana Madhusudhanan , Athulya Sajeev, Neeha Moideen , C R Suhail, Revolutionizing Football Management: A Data-Driven Approach with Random Forest Regressor , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Athul Das, Dan Kuruvilla, Amrutha P Chandran, Blesson V Monichan, Elias Janson K, TRIMBOT: AUTONOMOUS GRASS CUTTING ROBOT USING GPS NAVIGATION , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Lis Jose, Albin John Wilson, Akshay Sebastian, Alisha Ann Subash, Agnes James, SafeRoute-A Comprehensive Travel Solution , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- An Mariya Deve M D, Aswani Unni, Bhagya S, Abin Joseph, Dr. Aju Mathew George, Innovative Biochar Applications for Sustainable Water Purification , International Journal on Emerging Research Areas: Vol. 3 No. 1 (2023): IJERA
- Allen Sebastian, Dr.Nitha C Velayudhan, Fara P K , Sahla Parwin, Ramsin Rassal P G, FitQuest: Gamify Your Workout , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
You may also start an advanced similarity search for this article.