Acknowledgements

Gratitude to National Public Data Initiatives & Weather Partners

Our Sincere Thanks

KrishiMitra AI is made possible through the progressive, open-access digital infrastructure established by the Government of India and open weather telemetry services. We extend our deepest gratitude to the ministries, departments, open data platforms, and partner APIs whose freely provided public datasets and models allow this platform to operate completely free of charge for Indian farmers.

🏛️ National & Government Initiatives

Digital India Bhashini (NLTM, MeitY)

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National Language Translation Mission

Provides state-of-the-art neural speech recognition (ASR), translation (NMT), and high-fidelity text-to-speech (TTS) across 13 Indian languages (Hindi, Kannada, Gujarati, Marathi, Tamil, Telugu, Malayalam, Punjabi, Bengali, Odia, Assamese, Kashmiri, and English). This allows KrishiMitra to offer natural, spoken voice interactions to farmers in their mother tongue.

data.gov.in / AGMARKNET

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Open Government Data Platform & Ministry of Agriculture

Provides daily wholesale arrival and price feeds across thousands of agricultural produce market committees (APMCs) throughout India. This public API enables KrishiMitra to provide accurate, daily-synced modal, minimum, and maximum mandi rates.

data.gov.in Agriculture Sector

e-NAM (National Agriculture Market)

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Small Farmers' Agribusiness Consortium (SFAC)

Connects APMC mandis into a unified electronic trading network. KrishiMitra leverages e-NAM data to present trade depth, commodity varieties, quality grades, and electronic auction transparency directly to farmers.

UPAg & Dept of Consumer Affairs (DoCA)

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Unified Portal for Agricultural Statistics

Furnishes essential macroeconomic indicators, retail price spreads, reservoir storage levels, and CWWG rainfall departure statistics, giving farmers actionable guidance on whether to hold or sell their produce.

ReMS (Rashtriya e Market Services)

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Unified Market Platform, Govt of Karnataka

Operates the unified electronic agricultural market platform across Karnataka's APMC mandis. KrishiMitra integrates daily lot arrivals, bid statistics, variety-specific auction rates (including Sirsi, Shivamogga, and Belagavi), and electronic auction transparency.

K-RAMA (Krishi Marata Vahini / KSAMB)

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Karnataka State Agricultural Marketing Board

Provides official real-time daily auction pricing, commodity arrivals, and APMC market intelligence for all districts across Karnataka. Feeds real-time mandi rate updates and variety trends directly into KrishiMitra.

🌤️ Meteorological & Weather Telemetry Partners
🛰️

RainViewer Weather API

Real-Time Doppler Radar & Satellite Precipitation Imagery

rainviewer.com

Real-time Doppler precipitation radar overlays, animated rain cloud heatmaps, and satellite infrared telemetry across India are generously provided by RainViewer under their open developer API terms.

Mandatory API CreditWeather data by RainViewer
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Empowering Rural Inclusivity through Digital India Bhashini

Special recognition to the Ministry of Electronics and Information Technology (MeitY) and the Digital India Bhashini Division for championing open, indigenous AI models that bridge linguistic divides, ensuring that technology serves every farmer in every corner of India in their own language.

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