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Artificial intelligence is changing how lenders assess credit risk by analyzing large volumes of data faster and more accurately than traditional scoring models. But while AI can improve decision-making, it is not without limitations. This article explores how AI credit scoring works, the data it relies on, where it delivers the most value, and the challenges lenders must address to ensure fair, transparent, and reliable lending decisions.

Direct debit setup and authorization can be confusing for both lenders and borrowers, especially when it involves mandates, bank approvals, repayment schedules, failed debits, and consent requirements. This article answers some of the most common questions about direct debit systems, explaining how authorization works, how mandates are created and managed, what causes debit failures, and the best practices lenders should follow to ensure compliant and reliable repayment collections.

Microfinance institutions (MFIs) across emerging markets operate in complex environments shaped by limited infrastructure, cash-based economies, regulatory pressures, and the need to serve financially underserved communities at scale. To succeed, MFIs require loan management platforms that can support flexible lending workflows, group and individual loans, offline capabilities, collections management, digital onboarding, and localized integrations. In this article, we explore some of the best loan management platforms for MFIs across emerging markets, comparing their scalability, mobile functionality, reporting tools, automation capabilities, and suitability for different operational models. Whether you are a growing microfinance institution, cooperative, SACCO, or digital lender expanding into underserved regions, this guide will help you identify the right platform to strengthen operations and improve financial inclusion outcomes.