Tech, ExplainedAgritech
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AI farming assistant

Describe the pest in Telugu; get the answer.

BEFORE ITAFTER ITAI farming assistantDigital GreenCOVERSLocal languagesVoice messagesPhoto checkApproved adviceWhatsApp BusinessAPI and RCS↗ BUSINESS MESSAGINGdeliversthe questionSpeech and voice AI↗ GENERATIVE AI APPLICATIONSturns speechinto textCrop monitoringshares fieldconditionasks for adraftedanswerLarge language model (LLM)↗ GENERATIVE AI APPLICATIONSCONCEPTS IT USESAI hallucinationDigital public goodsBEFORE ITAFTER ITAI farming assistantDigital GreenCOVERSLocallanguagesVoice messagesPhoto checkApprovedadviceWhatsApp BusinessAPI and RCS↗ BUSINESSMESSAGINGdeliversthe questionSpeech andvoice AI↗ GENERATIVEAI APPLICATIONSturns speechinto textCrop monitoringshares fieldconditionasks for adraftedanswerLarge languagemodel (LLM)↗ GENERATIVEAI APPLICATIONSCONCEPTS IT USESAI hallucinationDigital public goodsBEFORE ITWhatsApp Business API and RCS↗ BUSINESS MESSAGING↓ delivers the questionSpeech and voice AI↗ GENERATIVE AI APPLICATIONS↓ turns speech into textCrop monitoring↓ shares field conditionAI farming assistantDigital GreenLocal languagesVoice messagesPhoto checkApproved adviceAFTER IT↓ asks for a drafted answerLarge language model (LLM)↗ GENERATIVE AI APPLICATIONSCONCEPTS IT USESAI hallucinationDigital public goods
A farmer near Sambalpur sends an Odia voice message and a photo; the assistant turns the voice into text, finds approved advice and replies with a spray dose for one acre.
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An AI farming assistant is a chatbot that answers a farmer's questions about crops, pests, fertiliser and weather, in the farmer's own language, by text or by voice. The farmer describes the problem in Telugu, Hindi, Odia or another language, often in a voice message or with a photo. The assistant replies with what to do, and how much to use. It is also called an AI farm adviser.

State agriculture departments employ extension officers to advise farmers, but there are far too few of them. An AI assistant on a phone can answer any farmer, at any hour.

How does it work? The farmer sends a question through a chat app, such as WhatsApp, or through the assistant's own app; businesses and nonprofits reach WhatsApp through the WhatsApp Business API. If the question is a voice message, a speech AI model turns it into text. Then the assistant searches a collection of approved advice: the recommendations of state agricultural universities, government advisories and videos made by local extension workers. A large language model reads the question and the passages found, and writes the answer only from those passages. The answer is written in the farmer's language, and it can be read aloud to her.

Say a paddy farmer near Sambalpur, in Odisha, sends a voice message in Odia. The lower leaves of her rice plants have turned yellow, with brown spots, three weeks after planting. The assistant asks two questions back: how much urea she has applied, and whether the field has standing water. She sends a photo too. The assistant replies that the pattern matches a common fungal disease of rice. It names the fungicide that the state agricultural university recommends, gives the dose for one acre and says when to spray. It adds that if the spots spread after the spray, she should take a sample to the nearest Krishi Vigyan Kendra, the district's farm science centre.

That last line matters. Wrong advice about a chemical can harm a crop, a farmer's health or her income. AI models can state wrong facts with confidence, which is called AI hallucination. So the safest assistants answer only from approved sources, say when they are not sure, and pass hard cases to a human expert.

Several of these assistants are built by nonprofits and shared as digital public goods: open software and content that governments and others may use and adapt for free. Some also use crop monitoring data about the farmer's own field.

How is it different from a general AI chatbot? A general chatbot answers from what it learned during training. A farming assistant answers from approved local advice for the farmer's crop, state and season, in her own language.

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