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AI & Digital Lending
…nd financial analytics tools can generate indicators around business scale, repayment discipline, promoter profile, leverage, related-party behaviour, compliance and governance. This is valuable progress. But signal generation is not the same as credit judgement. The role…Read in full
AI & Digital Lending
…hout full context. The same portfolio signal appears only after stress is visible. This is not intelligent flow. It is fragmented flow. A flywheel changes the logic. In a flywheel, every rotation adds momentum. Every stage improves the next stage. Every outcome feeds back…Read in full
AI & Digital Lending
…pretation and better-informed decisions. In loan operations, the same issue appears after sanction. Manual data entry, fragmented systems, multiple handoffs, reconciliation breaks and servicing backlogs consume skilled operations capacity. Experienced professionals who sho…Read in full
AI & Digital Lending
…ns, especially banks, still operate largely through rules, thresholds, static controls, limited predictive models, and fragmented review processes. Their fraud frameworks are often still built to catch yesterday’s deviations. Meanwhile, deception is becoming more contextua…Read in full
Credit & Underwriting
…ounting irregularities in 2023, it highlighted how operational reality and reported numbers can diverge. Many partner garages and vendors had already been discussing: delayed payments operational issues pressure on pricing Market feedback existed before the formal disclosu…Read in full
AI & Digital Lending
…many institutions today, the workflow looks more like this: Information Gathering → Data Aggregation → CCV Algorithms → RAG Coding → Product Classification → STP Journey or Manual Underwriting → Offer Creation → Acceptance → Disbursement. Due Diligence Cycle This architect…Read in full
Fraud, Ethics & Governance
…tinction changes recovery psychology. Insolvency can precede enforcement. And when insolvency precedes enforcement, leverage shifts quietly. The Asymmetry No One Talks About The branch was monitoring financial performance. The guarantor was monitoring procedural positionin…Read in full
Fraud, Ethics & Governance
…testing: Small surface area → misleading XRF readings Rhodium plating masks base alloy Solder joints distort purity averages Acid/rub tests hit only exposed surfaces Rings are surface-truth objects — not mass-truth objects. Ring Risk Matrix Ring Construction Element What…Read in full
Fraud, Ethics & Governance
…fillers purely for shape stability. From the outside: the diameter appears large, thickness looks reassuring, wrist coverage feels heavy. Borrowers naturally associate: size with weight, purchase price with loan value, comfort and finish with purity. At the pledge counter,…Read in full
Fraud, Ethics & Governance
…This worked because: Credit risk was limited Price volatility was manageable End-use was consumption smoothing, not leverage The system unwound naturally 2. What the Re-Pledged Route Changed (Quietly) The re-pledged model altered four fundamentals at once : (a) Borrower Id…Read in full
Fraud, Ethics & Governance
…rom a borrower misusing a general-purpose loan 👉 Intent matters more than outcome. 4. Credit Cards, EMI, and the MCC Mirage Another grey zone: Customers can sometimes buy gold on credit cards But EMI conversion is often blocked Some platforms allow it, others don’t Import…Read in full
Fraud, Ethics & Governance
…teral Permitted (subject to prudential norms) Bullion / primary gold / coins Restricted Loan for purchase of gold Discouraged / restricted Loan against gold jewellery Permitted Jeweller savings schemes Commercial activity (with caveats) The regulatory stance depends not on…Read in full
Fraud, Ethics & Governance
…ectation and weaken enforcement credibility. What courts examine: Was full closure offered? Was renewal implied or encouraged? Was default artificial or procedural? Legal Insight: A loan repeatedly renewed begins to resemble a running account, not a short-tenor pledge. Rav…Read in full
Tractor & Rural Finance
…ose, Exposure duration silently lengthens, And risk migrates from credit quality to lifecycle governance . This is not fragility. It is misread stability . 6. Small Finance Banks (SFBs): The Shock Absorber Representative SFB behaviour Bank Gold Loans (% of Advances) Stress…Read in full
AI & Digital Lending
…n AI gets it wrong? These questions aren’t academic. They affect real people’s lives and livelihoods. Vivek’s blog encourages you to think critically and engage with these issues. It’s about building a finance community that values ethics as much as innovation. Join the Co…Read in full
Tractor & Rural Finance
…segments deteriorate to 3–6% GNPA . Stress-period proxies show: Increased renewals, Declining closure ratios, Rising average exposure vintage ( >24 months ). Gold loans act as short-term volatility absorbers , but can accumulate latent duration risk over cycles. SFB Gol…Read in full
Fraud, Ethics & Governance
…-Free / Export-Linked Gold Imports Legitimate import route Cheaper gold used as liquidity tool Regulatory & timing arbitrage risk ⚠️ Ask: was imported gold converted into jewellery & exported? Suspense Account Shown under CA / Other Assets Cash exists but cannot be freely…Read in full
Fraud, Ethics & Governance
…without cash control Scheme 4: Sovereign Gold Bonds (SGBs) – The Quiet Contrast Gold Scheme 4 What SGBs Do Right No storage risk No making charges No jeweller counterparty risk Government credit backing Interest + gold price linkage But One Important Point SGBs are not in…Read in full
Credit & Underwriting
…imultaneously — often without internal separation. 6A. Retail + Vendor-Financed + Exchange Sales look strong Cashflows fragile Risk Bank funds inventory that is neither owned nor liquid 6B. Manufacturer + Distributor Produces some stock Distributes others’ designs Funding…Read in full
Fraud, Ethics & Governance
…changes; high solder content 5. Filigree (Fine Work) ❌ Avoid ❌ Avoid ⚠️ Limited ❌ Reject ⚠️ Risky Very high melt loss; fragile forms 6. Bridal Heavy Sets ⚠️ Accept gold only ⚠️ Strict ✔️ Accept more due to local market ⚠️/❌ Low ⚠️/❌ Often over-valued Design/labour inflated…Read in full
Fraud, Ethics & Governance
…ucture and scrapping 5,673 as obsolete — some dating back to the 1940s. This is not housekeeping. This is regulatory courage — staring complexity in the eye… and deleting what no longer serves. And as I read this announcement, one thought kept echoing in my mind: “The lead…Read in full
AI & Digital Lending
…less onboarding instant virtual card issues strong app-centric control millennial-friendly UI But it also revealed the fragility of ignoring data governance . In 2024, some partner banks stopped issuing new co-branded cards after RBI flagged that One Card’s tech stack had…Read in full
Fraud, Ethics & Governance
…loves giving sermons on efficiency. They talk about: Process excellence Customer centricity Lean operations Digital leverage World-class banking But in practice, they: Don’t clear files on time Don’t know the ground realities Haven’t handled a live transaction in years Avo…Read in full
Leadership & Reflection
…on of yourself that you’ve outgrown. The people you’ve worked with — mentors, peers, and team members — each represent fragments of your professional self. Some taught you patience, others precision; some mirrored your values, others challenged them. Together, they formed…Read in full
Fraud, Ethics & Governance
…nal promise — one that begins in thought long before it appears in conduct. 🕊️ Closing Reflections Former RBI Governor Raghuram Rajan once said, “The strength of a financial system lies not in its numbers, but in its values.” Numbers recover after crises. Values don’t. Re…Read in full
AI & Digital Lending
…anks depending on their core banking systems, data governance maturity, and internal audit frameworks. Readers are encouraged to interpret this content as conceptual insight — not as an audit finding, regulatory view, or institutional disclosure.Read in full
AI & Digital Lending
…tration, address, ROC, incorporation date, and parent relationships — all ISO 17442-compliant. 🧩 Why It Exists — From Fragmented IDs to Global Clarity Before LEI After LEI CIN, PAN, GST, Customer IDs One globally recognized 20-character ID Confusing group structures Paren…Read in full
AI & Digital Lending
…lerance for export-critical products, with focused review for high scores. Use digital triggers —like expiry-linked coverage or automated reasons/aging codes—to fast-clear flagged cases, preventing backlog-driven approvals bypass. Deploy fenching dashboards : drills down b…Read in full
Credit & Underwriting
…e Noida and Ludhiana , the story repeats. Order cancellations are common, and where deals survive, U. S. buyers are leveraging their position to demand steep discounts , sometimes as high as 25–30%, to offset their own costs. For the common worker , this translates into sh…Read in full
AI & Digital Lending
…nks train locally on their own data; they send back only scrambled model tweaks (not records). A central coordinator averages the tweaks to improve the global model. Add secure aggregation (so no one sees any single bank’s update) and differential privacy (noise that hides…Read in full
AI & Digital Lending
…n bows to the pressure of targets. Yet, let’s be clear: this isn’t a minor issue. Organisations around the world, on average, lose 5% of their annual revenue to fraud each year ( Statistics : ACFE ) Consider the implications: for every ₹100 crore of annual business, ₹5 cro…Read in full
AI & Digital Lending
…‑flow lending , guarantee schemes (CGFMU & ECLGS covering ₹6. 28 lakh cr) Higher risk appetite , especially by PSBs leveraging guarantees to include subprime or new-to-credit MSMEs But in Practice: Many small/micro businesses still lack access due to rigid credit templates…Read in full
Fraud, Ethics & Governance
…nnels, many banks lean excessively on SARFAESI notices as the default recovery tool . Data speaks — RBI reports show average recovery under SARFAESI hovers around 20–30% , well below expectations. The “Legal Procyclicality” Problem This is where SARFAESI begins to look lik…Read in full
Fraud, Ethics & Governance
…le over time. Smooths out temporary economic booms or busts. Less sensitive to immediate market volatility. Reflects average performance across a full business cycle. 🔴 Red Line – Point-in-Time (PIT) rating trend Moves up and down more sharply in sync with current financi…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 l…Read in full
Credit & Underwriting
…book growth were debt-funded, while actual repayments lagged. Source: Grant Thornton forensic audit (Economic Times coverage). Suzlon Energy (2015–2019) Inventory build-up and rising receivables starved operational cash, even during revenue upticks. Source: Suzlon annual r…Read in full
AI & Digital Lending
…to India’s most underserved populations. But in a world that's fast digitizing, MFIs face a fresh challenge: how to leverage the Account Aggregator (AA) framework for deeper, data-driven lending — when their core clientele lives largely outside the formal data economy . Ta…Read in full
AI & Digital Lending
…eral Bank Live Minimal Consent UX friction, limited MSME-focused use cases Karur Vysya Bank Live Very Low Small FIU coverage, low AA API readiness CSB Bank Live Very Low Rural/SME coverage gaps, low digital onboarding City Union Bank Live Limited Focused on traditional len…Read in full
AI & Digital Lending
…d toward relying on static indicators — audited financials, ITRs, and ratios like: Current Ratio DSCR (Debt Service Coverage Ratio) Working Capital Gap via MPBF (Maximum Permissible Bank Finance) The shift to documentation over dialogue side lined a critical question : “Do…Read in full
AI & Digital Lending
…tional and awareness purposes only and do not constitute financial advice or a lending recommendation. Readers are encouraged to apply appropriate due diligence and consult relevant professionals before making lending or borrowing decisions.Read in full
AI & Digital Lending
…jections derived from last year’s trial balances. These are comfort zones for both bankers and auditors. But for the average kirana trader, services provider, or digital-first start up — this model is often a poor reflection of reality. Their business cycles are fluid, inf…Read in full
AI & Digital Lending
…on. Manipulation of Familiar Channels: WhatsApp is increasingly used for official coordination in India. Fraudsters leveraged informal familiarity — a WhatsApp message that looked like internal communication can override red flags Over-Reliance on External Validity Signals…Read in full
Fraud, Ethics & Governance
…low down together. 📚 References & Citations – Episode 9: The Clock Is Lying Keepnet Labs. (2022). Phishing attacks leveraging urgency: Why they work and how to stop them. https://blog.keepnetlabs.com/phishing-and-urgency Lookout Threat Report. (2020). Mobile phishing up 4…Read in full
Fraud, Ethics & Governance
….ncbi.nlm.nih.gov + 3keepnetlabs.com + 3keepnetlabs.com +3 . Meta compliance research identifies how phishing scams leverage curiosity and greed by offering undefined content or deals, triggering impulsive clicks scworld.com + 3metacompliance.com + 3keepnetlabs.com +3 . ✅…Read in full
Fraud, Ethics & Governance
…oral image Trust Source: Reputation built through repeated, real-life interactions Fraud angle: Long con, emotional leverage, no impersonation 👉 This is about deep personal trust in a genuine identity , not a faked one. 🔍 So, why do both episodes feel similar? Because th…Read in full
Fraud, Ethics & Governance
…ly exposed the fraud when she received no confirmation from the health portal. The public reaction was a cocktail of outrage and disbelief. How could so many fall for something so fake? The answer lies not in medical ignorance — but in psychological trust . 🎭 The Institut…Read in full
Fraud, Ethics & Governance
…ict collectors Because in India, authority still blinds scrutiny. And when the badge is fake, the trust it commands is tragically real. 🔍 From Emus to IAS — Same Bias, Different Costume In Episode 2, we saw people fall for trust dressed in emotion. In Episode 3, we see pe…Read in full
AI & Digital Lending
…royed. And the emus? Most were sold or abandoned, as demand was never what it had been claimed. What made this episode tragic wasn’t just the money lost. It was the relationship capital burned in the fire of blind belief. In cities, we fall for sleek interfaces and fake em…Read in full
Tractor & Rural Finance
…OWER – TEAM POWER. LESSON 2 : TRANSMISSION : POWER OF TRUST I start this learning from a recent talk delivered by Capt. Raghu Raman, whom I was fortunate enough to listen to. Being from the Army background, he spoke very passionately about effective communication that coul…Read in full
Tractor & Rural Finance
…t of India today, this statement is not true. Agri can be 2 / 3 / 4 seasons, 5 is rare. Each Agri cycle with a land coverage less than 15 – 20 Acres will only take 15 days per cycle. We may grant 1 month per cycle. So max would be 4 months ? Typically income cycles are max…Read in full
AI & Digital Lending
…ard process, are now influenced by AI-driven valuation algorithms . Many borrowers unknowingly pay hidden valuation, storage, and auction fees . 🔹 RBI’s 2024 investigation found that AI-driven lenders inflated hidden costs in gold loans. 4. AI & Arbitration Clauses – The…Read in full
Fraud, Ethics & Governance
…ndustry / class to which the business belongs. If we project a tractor sale increase of 60% when the industry growth average is hovering around 8% - the picture is moving away from reality. For a sales team aspiring 60% is acceptable. However, for a financial viability cal…Read in full
Tractor & Rural Finance
…n observed. Depreciation differs based on demand and supply. Caveat Emptor holds good here....Buyer Beware !! Law of Averages. The used market generally targets tractors between 3 - 6 years. The problems in this segment is broadly known for the respective model and hence t…Read in full
Tractor & Rural Finance
…p Income ? About 70% of the country's Agri is patterned with Paddy as the key crop. How many of us are aware that an average earning from an acre of paddy is between Rs. 10000 - Rs. 13000/ - per acre per cycle. So with an annual average income of Rs. 25000/- per acre, and…Read in full
Tractor & Rural Finance
…ould work in terms of ensuring farmer earnings. Yet this is far from what it sought to be (c) Water and Irrigation – Average Annual Precipitation is about 4000 BCM ( Billion Cubic Meter ). 47% of this water runs off into the ocean, and is not channelized. Ground water depl…Read in full
Tractor & Rural Finance
…enzied Monday morning, towards the month end. As I quickly ran through the figures. So what is surprising here ? The average usance / work based growth is about 5-6%, and a stretch to about 8%. So manufacturers who are typically between 8 – 11 % will see consistency in the…Read in full
Credit & Underwriting
…dopted by Village / Block level. This should include metrics of water levels and / or cusecs of water received on an average. (f) Mandi / Market Database - List of all Mandis and Storage Warehouses by District, Taluk, Block, Village. It is possible for just these metrics t…Read in full
Tractor & Rural Finance
…f the customer will be a negative. HEROISM / SINGLE MAN SYNDROME “I was always the guy who jumped off the roof of the garage, who could climb up the facade of a building.” This is exhibited mainly in contract based businesses. This is considered in many businesses to be a…Read in full
Tractor & Rural Finance
…rings. The initial rounds of lending under Kisan Credit Card and Agri Term Loan started performing very well. This encouraged the GREEDY financiers to feed more and more into the system. Supply exceeded Demand in Finance at one particular point in time and within two month…Read in full
Leadership & Reflection
…ns and has also been evidenced by many like me. To me, the power of this "Human" Connect was shown by Sri T T Srinivasa Raghavan, To be a leader by virtue of position is one thing. Yet to be considered and revered a leader with the "Power of Influence" is another. Here was…Read in full
Fraud, Ethics & Governance
…being cultivated (a) Is there a commercial pressure to cultivate the crop in question. (b) Suitability of the crop – Average yield of the Crop (c) Cost of Cultivation and Profitability / Income per Acre This is the understanding we all need to have. Farm Equipment Finance…Read in full
Credit & Underwriting
…ations, credit, collections, audit teams. A common factor runs through all - productivity. Yet this is spoken of, in average terms. That is sum of units / files / money terms as the case may be, divided by 12, further divided by resources. This quarter 4 is the balancing t…Read in full