Regulatory Alert RBI's final ECL direction mandates forward-looking expected credit loss provisioning — effective April 1, 2027. Is your institution ready?
AI Risk & Capital Intelligence for Banks

The AI Intelligence Layer for Modern Banking Risk

Quantara Labs partners with banks and financial institutions to modernize expected credit loss provisioning, scenario analysis, stress testing, and capital allocation through domain-aware AI platforms.

Built for Risk, Finance, Treasury, Credit, Compliance, and Regulatory Reporting teams that demand faster insights, stronger governance, and board-ready decision intelligence.

Apr '27
RBI ECL implementation deadline — preparation starts now
14 Days
ECL Impact Sprint to your first board-ready output
PD × LGD × EAD
Forward-looking credit loss at the core of everything we build
The Shift Underway

Banking risk management is moving from reactive to predictive

Traditional provisioning approaches — grounded in delinquency and asset classification — are no longer sufficient. With the move toward Expected Credit Loss frameworks, banks must estimate potential future credit losses earlier, using portfolio behaviour, macroeconomic scenarios, and model-driven assumptions. This creates immediate pressure across eight critical functions.

The Old Model The Quantara Labs Model
Delinquency-driven, backward-looking provisioningForward-looking ECL estimation with PD, LGD, EAD
Spreadsheet consolidation across disconnected teamsUnified AI-powered analytics layer for all stakeholders
Reactive, incident-triggered response cyclesScenario-driven, proactive portfolio intelligence
Manual reconciliation across Risk, Finance, BusinessAutomated portfolio, segment and product analysis
Limited stress scenario modelling capabilitiesMulti-variable macroeconomic simulation engine
Slow, fragmented board reporting cyclesBoard-ready dashboards and executive PDF packs, instantly
8+
Regulatory pressure points from ECL transition
3
Stage classification dimensions per account
9+
Macro stress scenarios out of the box
0
Core system integrations needed to get started
Company Positioning

Your AI partner for banking risk transformation

Quantara Labs is built specifically for banks and financial institutions. We combine deep banking domain knowledge with modern AI, analytics, and cloud-native architecture to help institutions move beyond static compliance reporting.

Not generic AI. Banking-aware intelligence.
🏦
Banking domain depth

Experience across Basel, regulatory reporting, credit risk, provisioning, and enterprise banking platforms — not retrofitted from generic analytics tools built for other industries.

🧠
AI with banking context

AI capabilities designed around real bank operating workflows. Every insight is tied to your portfolio, your assumptions, your regulatory environment — not a generic chatbot layer.

🚀
Fast time to value

Start with Excel and CSV uploads. No waiting for long system integration projects. Get your first ECL impact view in days, not quarters. Scale deeper as confidence builds.

🛡
Built for governance

Model assumptions, scenario runs, user actions, and reports are fully tracked. Every calculation explainable. Every output auditable. Maker-checker workflows built in.


What We Deliver

From provisioning impact to capital optimization

Quantara Labs delivers a phased banking intelligence platform. Phase 1 establishes ECL readiness and provisioning visibility. Phase 2 expands into AI-powered capital allocation, stress testing, and risk-adjusted strategic decisions.

01
Expected Loss Provisioning Accelerator

Configure PD, LGD, and EAD assumptions and estimate ECL impact across your entire portfolio in days.

02
Provision Impact Simulator

Identify incremental provision requirements across products, sectors, geographies, and borrower segments.

03
Scenario Analysis Engine

Run baseline, adverse, and severe stress scenarios to quantify provisioning and capital impact precisely.

04
Capital Intelligence Platform

Optimize capital allocation across business units, products, portfolios, and risk segments with AI-driven recommendations.

05
Quantara Risk Co-Pilot

Ask natural-language questions over your risk and capital data. Receive bank-specific intelligence and executive summaries instantly.

06
Regulatory Intelligence Layer

Track regulatory changes, map them to business impact, and accelerate internal readiness with structured impact analysis.

Product Roadmap

Two phases. One unified intelligence platform.

Phase 1 — Available Now

ECL Accelerator

Rapid ECL readiness for banks and NBFCs needing to act now on forward-looking provisioning. Start with your existing portfolio files.

ECL = PD × LGD × EAD
  • Portfolio data upload (Excel / CSV templates)
  • Stage 1 / 2 / 3 classification engine
  • Configurable PD, LGD, EAD assumptions
  • Baseline & stressed ECL calculation
  • Provisioning delta by product, sector, region
  • Management overlay with maker-checker
  • Board-ready PDF and Excel exports
  • Full assumption and run history audit trail
Explore ECL Accelerator →
Phase 2 — Coming Next

Capital Intelligence Platform

Move from compliance readiness into strategic capital decisions powered by AI across the full enterprise.

  • AI-driven capital allocation optimization
  • Real-time enterprise scenario simulation
  • Early warning signal detection
  • Portfolio concentration analytics
  • Risk-adjusted pricing intelligence
  • Capital buffer planning & CET1 sensitivity
  • Business unit performance analytics
  • AI-generated executive insights & board notes
View Capital Intelligence Roadmap
Platform Architecture

A secure decision layer above existing banking systems

Banks already have core banking systems, loan platforms, data warehouses, and regulatory reporting tools. Quantara Labs sits above them as the AI-powered intelligence layer — transforming fragmented data into forward-looking decisions.

Data Sources
Core Banking · Loan Systems · Collateral Management · Customer Master · DPD Data · Rating Data · Macroeconomic Data · Excel / CSV Uploads
Data Ingestion & Validation
Secure File Upload · API Connectors · Batch Loads · Data Quality Checks · Field Mapping · Exception Handling · Reconciliation
Risk Configuration Layer
PD Model Configuration · LGD Assumption Management · EAD Calculation Rules · Stage Classification Logic · Product & Sector Mapping · Collateral Haircuts
Analytics & Scenario Engine
ECL Calculation · Stress Testing · Provision Impact Analysis · Capital Sensitivity · Portfolio Heatmaps · Movement & Stage Migration Analysis
AI Intelligence Layer
Quantara Risk Co-Pilot · Natural Language Queries · Insight Generation · Anomaly Detection · Executive Summaries · Regulatory Change Tracking
Governance & Reporting
Dashboards · Board Reports · Audit Trails · Scenario History · Maker-Checker Workflows · PDF / Excel Exports · API Outputs
View Full Architecture →
Who We Serve

Built for banks and lending institutions

Quantara Labs is designed for institutions that need sharper risk visibility, faster scenario analysis, and stronger capital decisioning — and for the internal teams who drive those outcomes.

Institution Types
Private Sector Banks
Public Sector Banks
Small Finance Banks
Cooperative Banks
NBFCs
Housing Finance Cos.
Microfinance Institutions
Digital Lending Platforms
Internal Teams
CRO Office
CFO Office
Credit Risk
Treasury
Regulatory Reporting
Capital Planning
Internal Audit
Data & Analytics
Why Quantara Labs

Built for the reality of banking transformation

01
Deep functional understanding

We understand how banks think about provisioning, Basel capital, regulatory reporting, risk-weighted assets, portfolio segmentation, and board-level risk governance. No learning curve on your domain.

02
Practical first, advanced next

We start with immediate, high-value use cases like ECL impact assessment and provisioning simulation. Phase 2 scales into AI-driven capital optimization entirely at your pace.

03
Works with your existing data

Banks can begin with spreadsheets and data extracts — no waiting for long core system integrations. Progressively connect deeper sources as confidence and trust builds.

04
Designed for enterprise control

Role-based access, audit trails, scenario versioning, assumption tracking, maker-checker workflows, and full report history are core platform principles — not afterthoughts.

Start Now

Start your expected loss readiness journey

Assess portfolio-level ECL impact, identify provisioning pressure, and prepare management-ready insights — faster than you thought possible.

Request a Demo → Book a Strategy Call