AI for Banking & Financial Services
Intelligent Credit Decisioning
A modern credit decision platform that leverages financial data APIs, AI risk models, and Generative AI copilots to accelerate underwriting and improve credit risk assessment. From financial spreading to stress testing to credit memo drafting, the entire credit workflow is automated, enabling faster decisions with superior risk intelligence.
- Automated financial analysis and ratio calculations
- AI-driven credit risk scoring and decision support
- Faster credit underwriting and approval workflows
- Enhanced portfolio monitoring and early risk detection
70%
Faster Decisions
40%
Cost Reduction
95%
Risk Accuracy
Technology Stack
Tools Used
Financial Data APIs
Financial statements, ratings, and market data integrated at source for real-time borrower profiling.
Financial Spreading & Analysis Engines
Automated extraction and normalisation of financial statements with ratio calculation and trend analysis.
Credit Risk Scoring Models
ML-driven probability of default, loss given default, and exposure at default models calibrated to portfolio.
Scenario Simulation & Stress Testing
Multi-scenario stress testing tools that model credit exposure under adverse macro and industry conditions.
Generative AI for Credit Memo Drafting
LLM-powered drafting of credit memos, risk commentary, and committee-ready documentation.
Portfolio Monitoring Platform
Continuous monitoring of credit portfolio with early warning signal detection and covenant tracking.
AI Agents
Four specialised agents covering the full credit lifecycle, from data gathering to decisioning to documentation.
Financial Data Agent
Pulls every borrower data point into one orchestrated workflow.
- Gathers borrower financials from APIs and uploaded documents
- Enriches with external market data, ratings, and industry benchmarks
- Normalises and spreads financial statements automatically
- Identifies data gaps and flags missing disclosures
Risk Assessment Agent
Turns raw financials into a defensible risk narrative.
- Evaluates borrower creditworthiness across financial and non-financial factors
- Calculates PD, LGD, and EAD using calibrated risk models
- Assesses industry risk, concentration risk, and macro exposure
- Generates risk rating recommendation with supporting rationale
Scenario Simulation Agent
Stress-tests every credit decision against tomorrow's conditions.
- Runs multi-scenario stress tests across revenue, margin, and rate scenarios
- Models credit exposure under adverse macro and sector conditions
- Analyses covenant headroom and breach probability
- Generates sensitivity analysis and break-even analysis
Credit Analyst Copilot
Helps analysts price and allocate capital with confidence.
- Drafts complete credit memos with risk commentary and financial analysis
- Generates committee-ready documentation with key risk factors
- Produces term sheet summaries and condition precedent checklists
- Creates portfolio review reports and watchlist narratives
Key Capabilities
Automated Financial Analysis
Instant ratio calculations, trend analysis, and peer benchmarking — eliminating manual spreading effort.
AI-Driven Credit Risk Scoring
ML models provide consistent, explainable credit risk scores and decision support across all asset classes.
Faster Underwriting Workflows
Credit approvals accelerated from weeks to hours through end-to-end workflow automation.
Early Risk Detection
Continuous portfolio monitoring with AI-powered early warning signals before covenant breaches occur.
Connected AI. Built to Scale
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