What RBI’s Draft Guidance Actually Expects Your Model Risk Framework to Cover
TL;DR Most write-ups on model risk management frameworks describe governance, validation, and monitoring in general terms, the way any consulting deck might. RBI’s draft guidance on regulatory principles for model risk management, released June 24, 2026, is more specific than that. It sets out an actual chapter structure: governance, model risk management as a distinct […]
Why Automated Model Risk Management Still Needs Someone to Sign Off
TL;DR A model risk team hears “automated model risk management” and pictures something close to unattended: drift gets caught, evidence gets filed, and nobody has to sit through a status meeting to find out a model is degrading. Half of that picture is accurate. The other half is where teams get into trouble. Automated model […]
Most Model Risk Management Software Doesn’t Do What the Name Promises
TL;DR Search “model risk management software” and most of what comes back is a dashboard with a drift chart and the word “AI-powered” somewhere in the hero copy, a monitoring widget wearing a bigger label than it’s earned. Model risk management software has a specific job: monitor every model in production, including the ones the […]
Risk Modeling in Lending: Methods, Controls, and Where Models Fail
TL;DR A model can post a strong AUC, pass its backtest, and clear every validation check a team runs on it, and still get the next year wrong. The math was never broken. What broke was the world the model assumed would hold. A Risk Model Can Pass Every Backtest and Still Be Wrong Risk […]
Model Validation: What Independent Review Has to Cover
TL;DR A risk team builds a new collections scorecard, tests it against last quarter’s data, and ships it. The development team calls that testing “validated.” It is not. A model checking its own homework is not validation, it is confidence, and confidence is not what a regulator asks to see. Independent review is what actually […]
Model Risk Management for Indian Banks and NBFCs
TL;DR A credit scoring model approves loans every hour of every working day. It was validated once, at launch, eighteen months ago. Since then the borrower mix has shifted, a new product line has fed it data it never saw in training, and its accuracy has slipped by a few points a quarter. Nobody flagged […]
Why Human-in-the-Loop Isn’t Optional Anymore: Building Kill Switches Into AI Banking Compliance
TL;DR A collections model starts flagging borrowers it shouldn’t. A fraud model’s false-positive rate creeps up over a weekend and nobody notices until Monday. The model risk officer’s first question in a room like this is never “do we have a model inventory.” Every regulated entity has one of those by now. The real question […]
Stress Testing AI Models: What RBI Expects Before You Deploy
TL;DR Stress Testing Your Balance Sheet and Stress Testing an AI Model Are Two Different Exercises When a risk officer at an Indian bank hears “stress testing,” the reflex is capital adequacy: RBI’s macroprudential scenarios, liquidity coverage under shock conditions, provisioning against a stressed balance sheet. That discipline is well understood, well documented, and audited […]
Model Risk Management for NBFCs: A Configuration Guide for Upper-Layer Compliance
TL;DR NBFC-UL Compliance Teams Assume the MRM Draft Gets Stricter at Their Layer Most NBFC-UL risk and compliance teams reading RBI’s June 2026 model risk management draft guidance make a reasonable assumption: because their entity carries the highest regulatory burden under Scale-Based Regulation, the new MRM requirements must scale up with it. Somewhere in the […]
What Your Model Risk Committee Should Actually Be Reporting to the Board
TL;DR Most Model Risk Committees Are Reporting Against a Standard That Doesn’t Exist Yet Ask a Model Risk Management Committee chair at an Indian bank or NBFC what their board report should contain, and you will get a confident answer built on habit rather than rule. That reflects where the current regulatory landscape actually stands. […]
