Large member base with high delinquency and a collection process via letters/mail. High cost, low response, complaints about aggressive tone.
Humanized AI collection on WhatsApp, with discourse by aging bucket, automatic installment agreement and real-time recovery dashboard.
Recovery doubled versus the previous method, manual work dropped 60% and zero complaints about harassment. Flow audit available per member.
“Collection became a process. Before it was someone yelling on the phone, now it is a data-driven conversation with Pix agreement.”