{"id":"AIBD-1197","title":"The Associated Press reports that a Malawi farmer who followed the Ulangizi AI chatbot's advice to plant potatoes earned more than $800","summary":"The Associated Press reports that a Malawi smallholder followed the Ulangizi AI chatbot's advice to grow potatoes after Cyclone Freddy stripped his soil and made more than $800 in sales.","date_observed":"2024-01-01","date_basis":"event","date_precision":"year","benefit_status":"reported","source_collection":null,"source_entry":null,"account":"Opportunity International, a non-profit, built Ulangizi, a generative AI chatbot on WhatsApp that answers farming questions in Chichewa and English. The Associated Press reported from Mulanje in southern Malawi on 12 September 2025. It interviewed a farmer whose soil was stripped by Cyclone Freddy in 2023, which cut his corn harvest from about 850 kilograms a season to 8 kilograms. The chatbot's advice was to grow potatoes alongside his corn and cassava to suit his changed soil. He told the AP that he followed the instructions, cultivated half a soccer field of potatoes, made more than $800 in sales and paid his children's school fees. A farmer support agent brings a smartphone with the app to farmers without devices and serves about 150 to 200 farmers. The tool follows the agriculture ministry's advice and has government backing. A ministry extension officer said that farmers with the app help fellow farmers and that productivity is improving. The gain is one farmer's own account. Poor connectivity slows the app. A Malawian technology specialist warned that a wrong diagnosis could ruin a crop.","category":"benefit created","unexpected":false,"purpose":"Opportunity International built Ulangizi to give Malawian smallholders farming advice on WhatsApp in Chichewa and English, in line with the agriculture ministry's guidance.","system":"Ulangizi (generative AI farming chatbot on WhatsApp)","model_version":null,"developer":"Opportunity International","deployer":"Opportunity International farmer support agents in Mulanje, with backing from the Government of Malawi","location":"Sazola village, Mulanje district, Malawi","domain":"Agriculture / farm advisory","segment":null,"benefit_type":"Increased Product Revenue","work_activities":["4.A.4.b.6","4.A.2.b.1"],"taxonomy_note":"The documented outcome is one farmer's potato sales, which this type names for a business's product revenue.","registry_ids":{},"ratings":[{"group":"personal","depth":3,"reason":"The farmer's potato sales of more than $800 paid his children's school fees and, in his account, restored his family's income after the cyclone destroyed his harvest."},{"group":"societal","depth":null,"reason":"A ministry officer said that productivity is improving where farmers share the app, but no measurement is given."}],"ai_role":{"status":"unassessed","statement":"The AP relays the farmer's account that the chatbot's advice led him to grow potatoes. Nothing compares his result with what he would have earned without the advice, and the ministry officer's statement about productivity is not measured. The AP calls the system a generative AI chatbot and does not describe how it was built."},"evidence":[{"kind":"news report","citation":"Gregory Gondwe, The Associated Press (2025). How AI is helping some small-scale farmers weather a changing climate. 12 September 2025, published by CP24.","title":"How AI is helping some small-scale farmers weather a changing climate","url":"https://www.cp24.com/news/money/2025/09/12/how-ai-is-helping-some-small-scale-farmers-weather-a-changing-climate/","date":"2025-09-12","written_by":"independent","quote":"The AI chatbot suggested Maere grow potatoes last year alongside his staple corn and cassava to adjust to his changed soil. He followed the instructions to the letter, he said, and cultivated half a soccer field’s worth of potatoes and made more than $800 in sales, turning around his and his children’s fortunes."}],"replication":{"produced_by":["The chatbot answered the farmer's question about his changed soil with advice to grow potatoes alongside corn and cassava.","The farmer followed the instructions and planted half a soccer field of potatoes.","A farmer support agent brought a smartphone with the app to farmers without devices."],"must_hold":["The advice must suit the farmer's soil and local conditions, which the tool aligns with the agriculture ministry's guidance.","A phone, a signal and a support agent must be available, since connectivity in the area is poor."],"echoes":[]},"paired_incident":null,"headline":"*Ulangizi* advice on potatoes earns a Malawi farmer more than $800","metric":"more than $800 in sales","comparator":null,"later":null,"learns_from_data":{"value":"not shown","note":"The AP calls Ulangizi a generative AI chatbot and does not describe how it was built or trained.","quote":"He is now one of thousands of small-scale farmers in the southern African country using a generative AI chatbot designed by the non-profit Opportunity International for farming advice.","url":"https://www.cp24.com/news/money/2025/09/12/how-ai-is-helping-some-small-scale-farmers-weather-a-changing-climate/"},"benefit_dimensions":["personal","economic"],"benefit_categories":["incentivization"],"scsp_example":"Increased/personalized knowledge","size":{"reach":{"band":2,"fact":"One farmer and his children gained, as the potato sales turned around their fortunes.","quote":"The AI chatbot suggested Maere grow potatoes last year alongside his staple corn and cassava to adjust to his changed soil. 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