AI Climate Intelligence and the Future of Smallholder Finance By Manoj Kumar Rawat AI can help connect fragmented farm information to better financial decisions. Its value depends on what happens after an estimate or alert is produced. Someone must decide whether the evidence is sufficient, whether the proposed activity can be financed and whether the resulting payment is correct. Smallholder finance needs that connection because the relevant information is often held by diff

A carbon credit is only as meaningful as the value it delivers to the farmer. The Carbon Handshake presents an implementation framework for a viable, farmer-centred carbon economy through institutional coordination, credible digital MRV, blended finance, FPO aggregation, transparent benefit-sharing and timely settlement. Ecological safeguards remain essential, but evidence on costs, adoption and performance will emerge only through implementation, learning and responsible sca