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Two thirds said that they took an action or decision on their farm because of the answer to a recent query. When 60 Decibels compared these accounts with the chatbot's logged answers, 49% of the farmers had taken an action that matched the answer fully or partly. Nearly all (96%) said that their way of farming had improved. All outcomes are self-reported, the response rate was 19% and the survey had no comparison group. 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The report notes that over half of the users surveyed held a university or higher degree."}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["summary","account"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"systems[].autonomy_permissions":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].component_role":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].deployment_configuration":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].inputs_outputs":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].model_name":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].model_version":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"systems[].product_name":{"state":"value_present","value":{"kind":"record_fields","fields":{"system":"Farmer.Chat"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["system"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"systems[].provider":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"taxonomy_crosswalks[]":{"state":"unresolved","provenance":{"kind":"curatorial","basis":"Editorial assignment.","record_fields":[],"source_refs":[]},"reason":"This is an explicit unresolved assignment: the sources on record do not settle this question.","review_state":"not_assessed","coverage":"partial"},"title":{"state":"value_present","value":{"kind":"record_fields","fields":{"title":"A 60 Decibels survey commissioned by Digital Green finds that 7 in 10 Kenyan Farmer.Chat users applied its advice in the previous 30 days","headline":"Most Kenyan farmers surveyed say that they act on *Farmer.Chat* advice"}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["title","headline"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"},"version":{"state":"value_present","value":{"kind":"identifiers","identifiers":["651f5884a6b62b3f078f4141d8e916fc10c0173d0ff8ef8df0950653fb919e7a"],"role":"SHA-256 of the complete public record and its assessments"},"provenance":{"kind":"curatorial","basis":"SHA-256 of the public record, its assessments, and its displayed answers and notes, excluding its own identifier and the derived coverage summary.","record_fields":[],"source_refs":[]},"review_state":"record_mapped","coverage":"complete"},"workflow":{"state":"value_present","value":{"kind":"record_fields","fields":{"account":"Digital Green built Farmer.Chat, an AI chatbot that answers farmers' voice, text and image questions and gives regional weather updates. Digital Green commissioned 60 Decibels to survey its users in Kenya. In July and August 2025, the firm's researchers interviewed 450 farmers by phone, sampled at random from Digital Green's list of 7,131 contacts. Seven in 10 said that they had applied Farmer.Chat's advice in the previous 30 days. Two thirds said that they took an action or decision on their farm because of the answer to a recent query. When 60 Decibels compared these accounts with the chatbot's logged answers, 49% of the farmers had taken an action that matched the answer fully or partly. Nearly all (96%) said that their way of farming had improved. All outcomes are self-reported, the response rate was 19% and the survey had no comparison group. The report notes that over half of the users surveyed held a university or higher degree.","replication":{"produced_by":["Farmers asked Farmer.Chat questions by voice, text or image and received localized answers.","The service also gave weather updates for specific regions."],"must_hold":["Farmers need a phone and data bundles to reach the service.","Answers must be complete and understandable, since farmers who understood less of them applied them less."],"echoes":[]}}},"provenance":{"kind":"legacy_record","basis":"Editorial assignment.","record_fields":["account","replication"],"source_refs":[]},"review_state":"record_mapped","coverage":"partial"}},"summary":{"total":91,"addressed":91,"known":28,"reviewed":2,"reviewed_complete":2,"reviewed_partial":0,"record_mapped":26,"review_not_assessed":63,"not_assessed":0,"complete":false,"by_state":{"value_present":28,"not_reported":0,"unresolved":63,"not_assessed":0,"not_applicable":0,"withheld":0,"source_unavailable":0}}},"presentation_version":"4245eff3d78b30c290aecb4f752d883ddb3ab9ccb145254fbefebd170b66912b"}