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AI-Based Weather Forecasting Boosts Farmer Decision-Making

Government uses AI for monsoon forecasts, pest control, and advisories to support millions of farmers.

Ambedkar Chamber of Commerce and Industry™ by Ambedkar Chamber of Commerce and Industry™
December 5, 2025
in RESOURCE
Reading Time: 5 mins read
AI-Based Weather Forecasting Boosts Farmer Decision-Making

AI-Based Weather Forecasting Boosts Farmer Decision-Making

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Government Leverages Artificial Intelligence to Improve Monsoon Prediction, Pest Management, and Farmer Advisory Services

The integration of AI in forecasting, pest management, and service delivery is designed to empower farmers through timely, actionable, and accessible information.

India is witnessing a new era in agricultural transformation as the government integrates Artificial Intelligence (AI) into weather forecasting and farmer support systems. In a major breakthrough, the Ministry of Agriculture has introduced an AI-based pilot project for local monsoon onset forecasting across parts of 13 states for Kharif 2025. This initiative marks a significant step toward improving decision-making for millions of farmers who depend on timely rains for sowing and land preparation. Beyond weather prediction, the government is deploying AI tools to strengthen crop productivity, reduce climate-related risks, and enhance farmer livelihoods.

AI-Based Monsoon Forecasting Pilot Empowers Farmers

To support better agricultural planning, the government implemented a pioneering AI-integrated blended forecasting model. The system combines NeuralGCM, ECMWF’s Artificial Intelligence Forecasting System (AIFS), and 125 years of IMD rainfall data, producing highly localized monsoon onset predictions.

These probabilistic forecasts help farmers determine ideal sowing dates, significantly reducing risks caused by unpredictable weather. The information was disseminated through M-Kisan SMS alerts to 3,88,45,214 farmers in five regional languages—Hindi, Odia, Marathi, Bangla, and Punjabi—ensuring accessibility across diverse farming communities.

A telephonic feedback survey in Madhya Pradesh and Bihar revealed remarkable impact: 31–52% of farmers adjusted their planting decisions based on AI forecasts. These adjustments included changes in sowing time, land preparation, crop selection, and input usage—proving the real-world value of AI-driven climate insights.

Open-Source Blended Forecasting Model

The government used an open-source blended model combining:

  • NeuralGCM,
  • ECMWF’s Artificial Intelligence Forecasting System (AIFS), and
  • 125 years of historical rainfall data from IMD.

This model delivered probabilistic local monsoon onset forecasts, helping farmers plan sowing activities more accurately.

Kisan e-Mitra: AI Chatbot Strengthening Farmer-Government Interface

Another major technological leap is Kisan e-Mitra, a multilingual AI-powered voice chatbot designed to assist farmers with government schemes. The system provides guidance on:

  • PM-KISAN
  • PM Fasal Bima Yojana
  • Kisan Credit Card

Supporting 11 Indian languages, Kisan e-Mitra ensures wide accessibility. The platform currently handles more than 8,000 queries daily and has responded to over 93 lakh farmer questions. Its ability to simplify scheme information and offer credible, real-time responses is transforming how farmers engage with government services. The chatbot is continually evolving to cover additional agricultural programs and advisory support.

Mass Outreach Through M-Kisan SMS Portal

Local monsoon onset information was sent to 3,88,45,214 farmers across 13 states in five regional languages:

  • Hindi
  • Odia
  • Marathi
  • Bangla
  • Punjabi

Impact Assessment Through Farmer Surveys

Telephonic surveys conducted in Madhya Pradesh and Bihar through Kisan Call Centres showed remarkable impact:

  • 31–52% of farmers adjusted their planting decisions,
  • Changes were made in land preparation, sowing timing, crop selection, and input usage.

AI-Driven National Pest Surveillance System Reduces Crop Losses

To address climate-related threats and pest outbreaks, the government has introduced an AI and Machine Learning-based National Pest Surveillance System. This tool allows extension workers and farmers to upload images of pests, which are then analyzed for instant identification and advisory responses.

Key features include:

  • Support for 66 crops
  • Detection of over 432 pest species
  • Usage by 10,000+ extension workers nationwide
  • Enables farmers to upload pest images for immediate diagnosis
  • Helps reduce crop losses through timely intervention

The system helps farmers take timely measures to protect their crops, significantly reducing losses. In addition, AI-based analytics using field photographs contribute to satellite-based crop mapping and crop-weather monitoring, enabling more precise agricultural planning.

AI-based analytics from field photographs are also being used for satellite-based crop mapping and crop-weather monitoring.

Government’s Commitment to a Tech-Enabled Agricultural Future

Minister of State for Agriculture and Farmers Welfare, Ramnath Thakur, informed the Rajya Sabha that AI is now playing a crucial role in strengthening India’s agricultural ecosystem. These initiatives reflect a long-term vision to promote productivity, sustainability, and economic stability for millions of farmers. From weather forecasting to pest surveillance and digital advisory systems, AI is becoming a cornerstone of India’s agricultural transformation.

As the country faces rising climate challenges, these technological interventions are expected to expand, delivering smarter tools, timely insights, and improved outcomes for farmers across rural India.

(ambedkarchamber.com)

Tags: AgricultureAI in agricultureCrop prediction IndiaFarmer support technologyIMD AI modelKisan e-MitraMonsoon forecasting IndiaPest surveillance AI
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Ambedkar Chamber of Commerce and Industry™

Ambedkar Chamber of Commerce and Industry™

The Ambedkar Chamber of Commerce and Industry™ – Advancing Economic Democracy – empowers entrepreneurs from SC, ST, OBC, Women, DTNT, Minority, EWS, LGBTQ+ communities, and Persons with Disabilities (PwD). As a National-level chamber of commerce, it has been promoting inclusive entrepreneurship, economic justice, equitable access to economic opportunities, skilling, financial inclusion, and holistic economic empowerment across India. As a mission-driven national association, the Ambedkar Chamber supports MSMEs, startups, and first-generation business owners, enabling sustainable growth, innovation, and enterprise-led social progress.

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The Ambedkar Chamber of Commerce and Industry™ (CIN: U88900CT2025NPL019224) has been empowering entrepreneurs from SC, ST, OBC, Women, DTNT, Minority, EWS, LGBTQ+ communities, and Persons with Disabilities (PwD) by enabling equal participation in India’s inclusive economic growth story. As a national-level chamber of commerce, Ambedkar Chamber of Commerce and Industry™ promotes inclusive entrepreneurship and advances the vision of economic justice by facilitating equitable access to opportunities, skilling and capacity building, financial inclusion, and holistic economic empowerment across the country.


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