The Indian credit officer's mental model of risk has been shaped by the bureau report. CIBIL is the first thing they look at, often the only thing they look at carefully. Everything else, GST, banking, MCA filings, NCLT, gets a glance, a tick, a note in the margin. The bureau's score becomes the proxy for the borrower's creditworthiness. The rest is paperwork.
The problem is that the bureau is a single dimension of risk, retrospective by design. It tells you how this borrower repaid their last few loans. It cannot tell you whether the company is filing GST returns on time, whether its directors are litigants in active NCLT matters, whether its financial ratios have quietly drifted out of bounds, or whether an obscure adverse-media mention from a competitor's press release has just shifted the reputational picture.
A defensible underwriting decision in India needs six dimensions checked together. Below is what each one covers, why it earns its place, and what AICA does in each pass.
Regulatory
Adherence to the laws and industry-specific regulations the third party operates under. For an NBFC borrower, that's RBI registrations and licence status. For a manufacturer, it's pollution-board clearances, factory-act compliances, and labour notifications. The signal you want is whether anything has lapsed, been revoked, or is mid-renewal. A lapsed regulatory licence is a one-way door, it stops the borrower's revenue tomorrow morning, not next quarter.
Compliance
Continuous monitoring against industry standards and statutory obligations. GST return filing cadence, EPF and ESI contribution status, TDS deposits, professional-tax registration. Compliance failures rarely cause defaults on their own, but they are early warnings of cash crunch, since the first thing a stressed business stops paying is its statutory dues. A two-month GST default is a quieter signal than a missed loan EMI, and it shows up earlier.
Financial assessment
The traditional credit analysis: revenue trajectory, EBITDA margins, working-capital cycle, leverage ratios, interest coverage. The Indian twist is that the same numbers show up in three different places, GST returns, audited financials, and bank statements, and they do not always match. The variance between the three is the financial signal. A borrower whose GST turnover, banking inflows, and audited revenue all reconcile within a small margin is in a different class from one where the three diverge by 8%, 12%, 15% over twelve months.
"A clean bureau report and a clean compliance record do not protect you from inherited litigation risk. The defensible decision comes from running all six in one pass.
Media
Integrated monitoring of online news, regulatory press releases, and adverse-media mentions across English and major regional Indian language sources. The signal here is not the volume of mentions, it is the change. A sudden cluster of mentions in a previously quiet borrower's media profile, particularly negative ones, surfaces a story your borrower is unlikely to tell you in the next status call.
Litigation history
Civil, criminal, NCLT, consumer, and tax-tribunal records across every Indian court bench. A clean bureau report and a clean compliance record do not protect you from inherited litigation risk. A director with three active NCLT petitions in unrelated companies is not a safe bet, even if the borrowing company itself is squeaky clean. Litigation is the slowest signal to surface and the most operationally expensive to investigate manually.
Bureau checks
The traditional bureau view, but extended in two directions. First, all four bureaus (CIBIL, CRIF, Experian, Equifax), because they routinely disagree at the margin and the disagreement itself is signal. Second, every promoter and director's individual bureau history, not just the entity's. Promoter risk in Indian SME credit is real: a director's personal default record is the single most predictive variable for a future related-party stressed asset.
The point is the combination
Any one of these dimensions, viewed alone, can be misleading. A clean bureau report can hide a director's NCLT exposure. A clean compliance record can hide a financial-statement mismatch. A clean media profile can hide a regulatory licence about to lapse. The defensible decision comes from running all six in one pass and looking at the cross-correlations. AICA does this in under seven seconds. A credit team doing it manually takes a week, and rarely covers all six properly.
Indian credit underwriting is not a bureau-score problem. It is a six-dimensional reconciliation problem. The faster you can run that reconciliation continuously, the better your decisions and the lower your defaults.