Running AR Management Software Day to Day: What Changes for a South African Finance Team
TL;DR A finance team does not stop managing receivables once the software starts scoring accounts and timing contact. The work moves. Before automation, the team spends its time finding which accounts need attention. After automation, the system has already found them, and the job becomes reviewing the list, signing off on what it means, and […]
What Gets Automated in Accounts Receivable for a South African Lender
TL;DR Automation gets sold as a single switch. Turn it on, and the whole receivables process runs itself. For a South African bank, NBFC, or insurer, that pitch skips the actual question: which parts of the process should run without a person, and which parts should not. Accounts receivable software covers what the underlying system […]
What FSCA and the Prudential Authority Now Expect From Your AI Governance
TL;DR Most South African banks and insurers building an AI governance file are building it against a rule that does not exist yet. That is a reasonable place to be stuck, except that FSCA and the Prudential Authority already told everyone what they will eventually ask for. Their first joint report on AI names the […]
Churn Prediction for Banks and Insurers Needs More Than a SaaS Retention Tool
TL;DR A churn model that only tells a relationship manager a customer might leave is describing something the relationship manager may already sense. The value sits in catching it early enough, and specifically enough, that someone can act before the account is already gone in spirit, if not yet on paper. Using a churn prediction […]
Building a Propensity Model in Banking: Where the Real Risk Hides
TL;DR A propensity model that ranks customers well on a spreadsheet and then fails the moment it meets production data has usually skipped one of three steps: it was never validated on a genuinely independent holdout, nobody checked whether its probabilities were calibrated, or it shipped without an audit trail. Getting the ranking right is […]
WhatsApp Debt Collection in South Africa: POPIA-Compliant Setup and Performance Data
The Reach That Makes WhatsApp Attractive for Collections Is the Same Reach That Makes a Compliance Mistake Expensive TL;DR WhatsApp is, by a wide margin, the channel with the highest reach for South African collections outreach, and that’s precisely what makes launching it without the right compliance architecture such a costly mistake to make. A […]
POPIA Compliance for AI Collections in South Africa: Meeting Data Processing and Automated Decision Requirements Under FSCA Oversight
TL;DR A customer receives an automated SMS telling them their account has been flagged for collections. They do not recognise the amount. They want to know how the decision was made. They ask for a human to review the case. Under South African law, that request is a legal right, not a customer service preference. […]
AI Governance Monitoring for Collections: What South African Banks and Insurers Need Under FSCA
TL;DR In November 2025, the Prudential Authority and the FSCA published their joint report on AI adoption across South Africa’s financial sector. The finding on ai governance monitoring was precise: governance frameworks for AI are still developing across the sector and vary widely in maturity, with many institutions relying on existing risk-management structures rather than […]
