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AI & Digital Lending
…re banks merely experimenting with chatbots and digital journeys? Or has AI begun entering the real operating layers of banking — credit, fraud, underwriting, monitoring, collections, compliance and employee productivity? This blog is an attempt to answer that question. Not th…Read in full
AI & Digital Lending
Episode 4: From EWS Reports to Early Warning Sensing Why monitoring must move from periodic reporting to behavioural radar Every stressed account has a past. And in most cases, that past was not silent. The account spoke. It spoke through reduced credits. It s…Read in full
AI & Digital Lending
…credit value emerges only when these signals are interpreted, bucketed, weighted and connected to a decision. Does the banking conduct support declared turnover? Does the liquidity pattern indicate comfort or stress? Are cheque returns technical, occasional or behavioural? Ar…Read in full
AI & Digital Lending
…he CAM becomes a large document containing repeated information across multiple sections. Business profile. Financials. Banking conduct. Collateral. Deviations. Risks. Mitigants. Recommendation. The same fact may appear in different forms in different places. If inconsistently…Read in full
AI & Digital Lending
…itutions, analysts fill large volumes of information across multiple sheets and sections. Business profile, financials, banking conduct, collateral, deviations, market feedback, risks, mitigants and recommendations often repeat the same facts in different forms. This creates t…Read in full
Fraud, Ethics & Governance
Legal Perspective Series : Episode 4 A bank may do everything that banking process expects it to do. Title documents may be obtained. Legal scrutiny may be completed. Mortgage may be created. Disbursement may be made. Defaul…Read in full
Fraud, Ethics & Governance
…nd possession-risk aspects in property-backed lending. It is based on publicly available judicial decisions and general banking experience. The discussion is not legal advice and should not be treated as a legal opinion on any specific case, borrower, security, mortgage, tenan…Read in full
Fraud, Ethics & Governance
…Is Not Enforceability The Canara Bank case is especially interesting because banks are document-driven institutions. In banking, documentation is often treated as the backbone of enforceability. Sanction letters, loan agreements, mortgages, undertakings, guarantees, escrow arr…Read in full
AI & Digital Lending
The Changing Landscape of Fraud Detection For many of us who worked deeply in fraud control a decade ago, fraud detection was never merely about catching forged paper. It was about learning to read disturbances — the small things that did not fit. A date that…Read in full
Credit & Underwriting
…w to combine three different types of information: Structured Data Financial statements, bureau scores, GST returns and banking behaviour. System Intelligence Algorithms, policy filters and automated risk scoring. Market Intelligence Industry insights, reputation signals and e…Read in full
Fraud, Ethics & Governance
…folio — especially SMA accounts and NPAs — comes under intense scrutiny. To strengthen early detection of stress in the banking system, the Reserve Bank of India introduced the CRILC framework — the Central Repository of Information on Large Credits. The objective was simple b…Read in full
AI & Digital Lending
The Missing Layer in MSME Lending Walk into most credit departments and observe how a loan application progresses. A surprising amount of time is spent not on analysing the borrower’s business, but on collecting the information required to analyse it . Stateme…Read in full
AI & Digital Lending
Decision Manipulation How AI is Changing Fraud and Asset Stripping in Financial Institutions For decades, fraud in banking followed a familiar pattern. Documents were forged. Collateral was inflated. Stock statements were manipulated. Funds were quietly diverted. Fraud in…Read in full
AI & Digital Lending
Centralization vs Decentralization of Decisions A situation familiar to many bankers unfolds more often than we realize. A long-standing MSME customer seeks a modest enhancement to his working capital limit. The business is stable. The relationship manager kno…Read in full
Fraud, Ethics & Governance
…y proceedings had already begun. The surprise was not legal. It was strategic. Insolvency Without Collapse (Section 94) Banking instinct assumes insolvency follows default. Escalation. Breakdown. Under Part III of the IBC, that sequencing is not mandatory. Section 94 permits a…Read in full
Fraud, Ethics & Governance
Bangles: Behaviour, Duration & What Time Reveals ORNAMENT Sub Series : Gold Jewellery Funding : Episode 18 Sunita didn’t pledge her necklace again. She chose bangles. One bangle at first. Then another, a few months later. Each decision felt temporary Each pled…Read in full
Fraud, Ethics & Governance
From Temporary Liquidity to Silent Continuity ORNAMENT Sub Series : GOLD JEWELLERY FUNDING : Episode 17 Sunita didn’t pledge her necklace again. She chose bangles. One bangle at first. Then another. Each time it felt small. Each time she told herself she’d cat…Read in full
Credit & Underwriting
ORNAMENT Sub Series : Gold Jewellery Business : EPISODE 16 When Meera walked up to the gold-loan counter with her wedding necklace in hand, she wasn’t thinking about LTV or purity. She was thinking: ‘Can I get enough to cover one month’s bills without losing t…Read in full
Fraud, Ethics & Governance
When Gold Became Working Capital: The Rise and Closure of the Re-Pledged Route Gold Jewellery Business - Episode 15 Introduction For decades, pawn brokers occupied a quiet but critical space in India’s gold ecosystem — bridging household distress, informal cre…Read in full
Fraud, Ethics & Governance
Part 2: What Works, What Doesn’t — And Why Gold Jewellery Funding - Episode 14 3. What RBI Permits (And Why It’s Often Misunderstood) 3. 1 Loans Against Gold Jewellery (Classic Gold Loans) Gold jewellery loans remain one of the cleanest secured retail products…Read in full
Fraud, Ethics & Governance
What Works, What Doesn’t, and Why the Confusion Persists Gold Jewellery Business Series - Episode 13 India’s gold ecosystem sits at the intersection of culture, collateral, credit, and compliance . As gold loans surge and jeweller-led schemes multiply, so do q…Read in full
Fraud, Ethics & Governance
…losure governance fails: Courts intervene Compensation replaces collateral comfort Process defeats security Traditional banking belief A secured loan “fails” when: collateral is insufficient, or recovery is delayed or impaired. Gold loans rarely do this. So bankers conclude: “…Read in full
Fraud, Ethics & Governance
The Legal Lifecycle: Where Gold Loan Risk Actually Surfaces Gold Jewellery Series - Episode 11 PART A — WHEN GOLD LOANS ENTER THE LEGAL DOMAIN ⚖️ Trigger Points (Not Defaults) Gold loans enter courts and tribunals not because borrowers default , but because: C…Read in full
Tractor & Rural Finance
…ending from the Balance Sheet? Gold jewellery lending is often described as one of the safest forms of credit in Indian banking. Collateral is physical, liquid, and emotionally anchored. NPAs remain consistently low across cycles. Auctions are rare. Losses are infrequent. And…Read in full
AI & Digital Lending
Finance is not just numbers on a spreadsheet or dry reports stacked in a dusty cabinet. It’s a living, breathing ecosystem, full of stories, risks, and opportunities. And if you want to truly understand it, you need more than just data—you need perspective. Th…Read in full
Tractor & Rural Finance
An Empirical Examination of Risk Through Bank and Borrower Behaviour JEWELLERY BUSINESS SERIES - Episode 9 Across Indian banks, gold jewellery loans typically form just 2–10% of total advances , yet contribute 15–35% of incremental retail credit growth during…Read in full
Fraud, Ethics & Governance
Jewellery Business Series - Episode 8 Not how loans are sanctioned, but how risk quietly travels. Act 1: The Customer Walks In A jeweller walks into a bank branch. He is profitable. He has customers. He has gold moving every day. He also has advance money from…Read in full
Fraud, Ethics & Governance
Jewellery Business Series - Episode 7 Across multiple jewellery clusters, a recurring structure emerges — what I refer to as the Gold Timing Mismatch Pattern — where customer money arrives before gold is actually owned or hedged, creating temporary liquidity c…Read in full
Fraud, Ethics & Governance
JEWELLERY BUSINESS SERIES - EPISODE 6 How Can a Banker Tell This Just by Looking at the Balance Sheet ? You cannot see the fraud directly. But you can see the timing distortion very clearly — if you know where to look . Think in four lenses , not one. Lens 1:…Read in full
Fraud, Ethics & Governance
Jewellery Business Series - Episode 5 The Schemes Around Gold — and the Risks They Don’t Advertise Gold has always been marketed as safety. But the moment it is wrapped inside a “scheme”, the risk quietly shifts—from the jeweller to the customer, and from the…Read in full
Credit & Underwriting
…ble Margin earned only on sale Economic truth Retailer sells without owning Balance sheet shows movement, not ownership Banking risk Funding non-owned inventory Inflated turnover without asset backing 4C. Bullion-Swap Distributor How it works Jewellery supplied against bullion…Read in full
Tractor & Rural Finance
…actually sits at HO. 1F. Rural / Semi-Rural Retailer Lower making charges. Higher exchange. Sharp seasonal spikes. Key Banking Insight This archetype genuinely needs working capital. Stress arises when it is funded as if inventory were instantly liquid . ARCHETYPE 2: MANUFACT…Read in full
Credit & Underwriting
Jewellery Business Series – Episode 2 Jewellery is often described as a cash business . Customers walk in, choose an ornament, and pay upfront. So why do jewellers — even reputed, high-turnover ones — constantly struggle for liquidity? The answer lies in a sim…Read in full
Fraud, Ethics & Governance
Jewellery Business Series — Episode 1 A story of fire, skill, memory… and money . If you walk into a jewellery workshop before sunrise, you will hear it before you see it. The hiss of the furnace. The metallic tap of a hammer. The whir of a rolling mill waking…Read in full
Fraud, Ethics & Governance
Legacy complexity in Indian banking A case for cleaning up our legacy MIS code burden in Indian banking There are moments in policy that go quietly unnoticed — but signal a seismic shif…Read in full
AI & Digital Lending
…ht We must stop asking: “How fast can we lend?” The better question is: “How responsibly can we lend at speed?” Because banking is not a sprint. It is a judgment business — always has been, always will be. Now your turn Which part of the guideline do you think is least underst…Read in full
Fraud, Ethics & Governance
…and work late not because the work demands it, but because the dashboard does. TAT has become the new blood pressure of banking — constantly monitored, aggressively compared, and widely misunderstood. But before we decode the strange behaviours it creates, we must understand t…Read in full
Fraud, Ethics & Governance
Aadhaar vs PAN/Passport If there is one question that keeps surfacing in customer onboarding counters across India, it is this: “My Aadhaar has an initial, but my PAN and Passport have my full name. Can the bank force me to open the account as per Aadhaar?” Sh…Read in full
Fraud, Ethics & Governance
…ruth: ethics is the first and last line of defence against corruption. As someone who has spent nearly three decades in banking and risk, I can say that vigilance is not an event — it’s a mindset. Because in our world, where trust is both the product and the currency, every ac…Read in full
AI & Digital Lending
…creates its own customer record, its own limit structure, its own reality. And when all these roots push data into Core Banking, something breaks. The Illusion of Control — When the System Says “All OK” Because here’s the catch…The limit tree only works if the borrower is the…Read in full
AI & Digital Lending
…ns: “Borrower’s LEI is …” For contractual clarity — specifying which legal entity is bound by the agreement. CBS / Core Banking System Data Fields Customer master record or “Legal Identifiers” tab To automate LEI validation, renewals, sanity checks. Regulatory Reporting / CRIL…Read in full
AI & Digital Lending
Introduction: The Knitwear Capital in Crisis Tiruppur—the "Knitwear Capital of India" —is in turmoil. Once a bustling export powerhouse, with over ₹44,000 crore in knitwear exports last fiscal, the city’s production is now slowing dramatically. Why? In August…Read in full
Credit & Underwriting
Section 1: Introduction - US Tariffs The phone call came just after lunch. Ramandeep Singh , owner of a mid-sized garment export unit in Gurgaon, had been anxiously waiting to hear back from a major U. S. buyer. When the voice on the other end finally spoke, i…Read in full
AI & Digital Lending
…butes to making the model smarter, but no raw data leaves their place — perfect for privacy-sensitive environments like banking, healthcare, or even retail. Federated Learning SECTION 1 : Recognition and Acceptance Mainstream in AI research Federated Learning was introduced in…Read in full
AI & Digital Lending
Fraud Prevention Series The frontline reality A branch approves small‑ticket MSME loans on a tight 48‑hour TAT. Day 1, Hunter throws a “match on mobile + address” alert. Day 2, CFR flags a name similar to a prior fraud, but the branch freezes, the borrower wal…Read in full
AI & Digital Lending
Policy Vs Practice Series In FY 2024–25, MSME lending powered ahead as the fastest‑growing credit segment in India.” MSME loans surged 14. 1% , outstripping retail (11. 7%) and services (11. 2%) Their share of total (non‑food) bank credit hit an all‑time high…Read in full
Fraud, Ethics & Governance
Policy Vs Practice Series Policy Intent When the SARFAESI Act was introduced in 2002, it was hailed as a game-changer. For the first time, banks in India could enforce security interests without the long wait of civil courts . The intent was clear: empower len…Read in full
Fraud, Ethics & Governance
…ble A1+ TTC stable sector Adani Enterprises Trading AA- / Stable A1+ TTC/PIT mix Wipro IT A- / Affirmed — TTC HDFC Bank Banking AAA / Stable A1+ TTC Bajaj Finance Finance AAA / Stable A1+ TTC/PIT mix SBI Life Insurance Insurance AAA / Stable A1+ TTC Reliance Industries Oil & G…Read in full
Fraud, Ethics & Governance
…Regulatory frameworks — from RBI’s capital adequacy norms to provisioning requirements — are designed to safeguard the banking system and ensure credit discipline. Practice Reality: In real-world cycles, these very rules often push banks to lend more in booms and less in down…Read in full
Fraud, Ethics & Governance
…ata shows corporate yields already down ~60–70 bps . Deposit repricing? Lagging at ~20 bps reduction so far. Across the banking spectrum, the same squeeze is visible: HDFC Bank: Corporate lending yields ↓ 65 bps in Q1 FY26; deposit costs ↓ 22 bps. State Bank of India: Yields ↓…Read in full
Tractor & Rural Finance
Policy Vs Practice Series Introduction When RBI first introduced co-lending, the promise was simple — leverage the NBFC’s reach with the bank’s cost of funds. Two models emerged: Mode 1: Bank and NBFC co-lend from day one. Mode 2: NBFC originates, books the lo…Read in full
AI & Digital Lending
Beyond Ratios Series In today’s risk committees and appraisal notes, a dangerous trend is setting in — ratios rule, narratives are ignored . 🧾 Credit officers are asked: “Is the Current Ratio above 1.33?”“Has the DSCR touched 1.5?” But here's the uncomfortabl…Read in full
AI & Digital Lending
…even non-EMI 🔺 EMI bounce charges = poor discipline 🔺 Credit surges without GST 🔺 GST NIL returns inconsistent with banking 🔺 High cash withdrawals post-credit 🔺 Related-party credits, circular transactions 🔺 Thin average balances despite high turnover 🔺 Over-leverage…Read in full
AI & Digital Lending
BEYOND RATIOS SERIES Introduction Imagine Suresh , who runs a small engineering job works unit in Rajkot, Gujarat. He fabricates precision parts for local textile machinery manufacturers. Most of his payments come via NEFT or UPI from three mid-sized clients.…Read in full
AI & Digital Lending
BEYOND RATIOS SERIES - EPISODE 3 Introduction Ramesh runs a flourishing tailoring unit in Tirunelveli. His clients are mostly regulars from his WhatsApp group and neighbourhood references. His inflows come through UPI, small cash deposits, and advance payments…Read in full
AI & Digital Lending
BEYOND RATIOS SERIES - EPISODE 2 Introduction Priya, a certified fitness coach based in Coimbatore, has carved a niche for herself online. From Zoom-based workouts to personalized WhatsApp fitness coaching, her client base spans metros and small towns. Her inc…Read in full
AI & Digital Lending
BEYOND RATIOS SERIES - EPISODE 1 It started with a kirana store in Tirunelveli. The bank had rejected his ₹4 lakh loan request — citing insufficient collateral and lack of formal ITRs. DISCLAIMER : This is an AI Generated image - only for illustration Frustrat…Read in full
AI & Digital Lending
…couraging cash credit as the default option. Ironically, cash credit went on to become the default structure across the banking system — not because it was efficient, but because it was elastic. The Nayak Committee (1991) was arguably the first major attempt to simplify credit…Read in full
Fraud, Ethics & Governance
Over the past five years, working capital loans — dominated by Cash Credit (CC) and Overdraft (OD) facilities — have accounted for a substantial share of bank credit in India. Designed to bridge short-term liquidity gaps, these facilities were never intended t…Read in full
AI & Digital Lending
…ing the funds but is deeply shocked by the breach 🔍 Sidebar: Protocol vs. Practice – Where Banks Slip Even with modern banking checks in place, scams like Panchkula still happen. Why? Protocol vs. Collective Assumption Protocol What Actually Happened Official instructions mus…Read in full
AI & Digital Lending
The Sahara Story Reader Prompt “You’ve been writing about how bias shapes our decisions. Is this also a case of bias?” someone asked me, forwarding a clipping about unclaimed Sahara deposits. I paused. Because the question wasn’t rhetorical. Sahara Refund Open…Read in full
Fraud, Ethics & Governance
Opening Scene Mumbai, June 2025. Dr. K, a 73-year-old retired cardiologist, receives a video call. A woman, fluent in English, claims to be from TRAI. Moments later, a uniformed officer appears on screen. He shows Dr. K a document with the Mumbai Crime Branch…Read in full
Fraud, Ethics & Governance
…CAMS IN INDIA Scam Type Urgent Message Example Courier fraud “Delivery failed – update address now or return initiated” Banking fraud “Your KYC expires today – account freeze imminent” Income tax scam “Last reminder – unpaid tax. Legal action starts tomorrow” Job fraud “Shortl…Read in full
Fraud, Ethics & Governance
(Based on the real 2019 Hyderabad “Fake IAS” marriage scam) – When Authority Becomes the Mask of Deception – He arrived in an SUV with a red beacon on top. Symbol of Authority He carried himself like someone used to deference — fluent English, structured speec…Read in full
Tractor & Rural Finance
(Based on true incidents from North Chennai) There’s something unnerving about silence after violation. No shattering glass. No barking dog. No scream. Just… absence. Sharda sat still on the edge of her bed, her hands shaking slightly as she stared at the open…Read in full
AI & Digital Lending
…it history. These aren't always risky borrowers — many are simply invisible to the algorithm. On the other end, India’s banking sector sees a 3–4% customer churn per month , often accelerated by frustrating, unexplained rejections. These may include otherwise loyal customers w…Read in full
AI & Digital Lending
Originally written on Jul 21, 2018 There are those moments when it becomes difficult to tolerate broad brushing. This was a formal group of professionals who started talking about exploring RURAL MARKETS and discussions meandered into Tractor Finance and how i…Read in full
Tractor & Rural Finance
Originally Written on Jun 21, 2018 "Vivek ! we are in the business of secured funding" announced a classmate of mine who worked for a NBFC. A few of us met for tea, and it was normal to start off a thought trail as many interesting facets of our work come fort…Read in full
Tractor & Rural Finance
Originally written on Nov 16, 2017 Practically every retail finance company out there is carving out “exclusivity” image which signifies customer friendliness. The “Experience” of buying or availing credit has been key. While some like the State Bank of Travan…Read in full
Tractor & Rural Finance
…That, in my humble view, exists only for SBI for his offering and subsidy perspective in some pockets. The rest in the banking are yet to give the farmer confidence and non-banking is still weighed by its collections capacity. So the young lad's question made lot of relevance…Read in full
AI & Digital Lending
…you faced hidden charges in digital lending? Share your experience! #Fintech #AIlending #FinancialAwareness #LoanRisks #Banking This is just the beginning of a series of small write ups on the topic. These are jottings of CUG discussions with contributions coming in from vario…Read in full
Fraud, Ethics & Governance
…of making payments. One could travel with just his mobile and not have the need to carry his wallet. There are further banking systems which have now catered to rural masses on the basis of biometric where signature inconsistencies have been high. Yet in all of this, if one w…Read in full
Leadership & Reflection
…e moved to make the people around "Special" be it customers or employees. http://www.thehindubusinessline.com/money-and-banking/sbt-borrowers-stand-to-benefit-from-the-merger-with-sbi-says-md/article9008448.ece I came across this link amongst various forwards. It talk of benef…Read in full
Fraud, Ethics & Governance
…. For Eg : I remember us talking about BASEL 1 norms and chalking out a path for achievement of BASEL 2, as part of the Banking Processes, KRI Assessment, and Provisioning. It involved pegging of the processes as it moved from immature stages to effective and predictable stage…Read in full