This study investigates smallholder farmers' willingness to pay (WTP) for maize shelling mechanization in Tanzania and identifies various influencing factors. Results show that WTP generally meets or exceeds market prices, except for a high-capital machine, indicating potential for three defined business models to enhance mechanization. Key findings highlight that factors such as labor abundance, gender, age, and household wealth significantly affect farmers' WTP.