Banking AI Assistant Example
Full Implementation Available to AWS Marketplace Customers Contact Sales | AWS Marketplace
Overview
Build RBI/PCI-DSS compliant banking AI applications with AxonFlow. This example demonstrates production-ready patterns for:
- Fraud Detection - Real-time AI-powered fraud pattern analysis
- Loan Application Processing - Automated assessment with compliance
- PII Protection - Automatic SSN and account number redaction
- Regulatory Compliance - ECOA, FCRA, TILA, RBI guidelines built-in
- Audit Trails - Complete logging for regulatory requirements
- In-VPC Deployment - Sub-10ms latency with data sovereignty
Difficulty: Advanced Time to Complete: 45 minutes Industry: Banking, Financial Services Compliance: RBI, PCI-DSS, ECOA, FCRA, TILA
What You'll Build
A production-ready banking AI assistant that:
- Detects fraud patterns in real-time with AI-powered analysis
- Processes loan applications with instant preliminary assessment
- Protects sensitive data (SSN, account numbers) automatically
- Enforces regulatory compliance for ECOA, FCRA, TILA
- Maintains audit trails for RBI and regulatory requirements
- Deploys in-VPC for data sovereignty (India, EU, US regions)
Architecture
User Request → Banking App → AxonFlow Agent → Policy Enforcement
↓ ↓
License Check PII Detection
↓ ↓
RBAC Check Rate Limiting
↓ ↓
AI Processing Compliance Rules
↓ ↓
PII Redaction Audit Logging
↓
Response → User
Key Features
1. Real-Time Fraud Detection
AI-powered fraud pattern analysis with instant detection:
- Impossible travel detection - Transactions in multiple locations within minutes
- Unusual transfer monitoring - Large transfers to unknown recipients
- Pattern analysis - Card cloning, account takeover detection
- Risk scoring - 0-10 scale with severity classification
Full fraud detection implementation with ML patterns available to customers.
2. Loan Application Processing
Automated loan assessment with regulatory compliance:
// Example assessment logic (simplified)
const assessmentCriteria = {
dtiRatio: {
excellent: 28, // < 28% likely approved
good: 36, // < 36% under review
high: 50 // > 36% needs review
},
incomeMultiple: {
mortgage: 4, // < 4x annual income
personal: 0.5 // < 0.5x annual income
}
};
Full loan processing with compliance integration available to customers.
3. PII Protection Built-In
Automatic protection for sensitive banking data:
- SSN Detection - Automatic redaction from all logs
- Account Numbers - Masked in audit trails
- Credit Card Numbers - Luhn-validated and protected
- Contact Information - Partial masking applied
Full PII protection patterns and implementation available to customers.
4. Regulatory Compliance
Built-in compliance for banking regulations:
| Regulation | Description | Status |
|---|---|---|
| ECOA | Equal Credit Opportunity Act | Built-in |
| FCRA | Fair Credit Reporting Act | Built-in |
| TILA | Truth in Lending Act | Built-in |
| RBI | Reserve Bank of India | Supported |
| PCI-DSS | Payment Card Industry | Supported |
Full compliance templates and audit reporting available to customers.
5. In-VPC Deployment
Data sovereignty with low-latency policy enforcement:
- India Region - ap-south-1 for RBI compliance
- EU Region - eu-central-1 for GDPR
- US Region - us-east-1 for US banking
- Internal ALB - No public internet exposure
Complete deployment guides with CloudFormation templates available to customers.
Performance
| Operation | Latency | Notes |
|---|---|---|
| Fraud pattern analysis | <50ms | Real-time detection |
| Loan assessment | <100ms | Full DTI calculation |
| PII detection | <5ms | Automatic redaction |
| Policy enforcement | <10ms P95 | Single-digit ms typical |
| Audit logging | Async | Non-blocking |
Why AxonFlow for Banking?
vs Building In-House
| Requirement | Build In-House | AxonFlow |
|---|---|---|
| Time to RBI compliance | 6-12 months | Day 1 |
| Policy enforcement latency | 50-100ms+ | <10ms P95 |
| PII protection | 3-6 months | Built-in |
| Audit logging | Custom build | Built-in CloudWatch |
| Multi-region deployment | 2-3 months | Pre-configured |
| Cost | $500K-1M+ dev | $5K-60K/month |
vs Other AI Platforms
| Feature | LangChain | CrewAI | AxonFlow |
|---|---|---|---|
| RBI Compliance | Manual | Manual | Built-in |
| Low-Latency Governance | No | No | Yes |
| PII Redaction | Manual | Manual | Automatic |
| Audit Trails | Custom | Custom | Built-in |
| In-VPC Deployment | Manual | Manual | Pre-configured |
| Multi-Tenancy | No | No | Production |
Use Cases
Fraud Detection Chat
User: "Show me all suspicious transactions"
AI: I've identified 3 suspicious transactions:
1. Online Transfer to Unknown Account ($5,000)
- Reason: Large unusual transfer to new recipient
2. ATM Withdrawal - Tokyo ($500)
- Reason: ATM in unusual location
3. Purchase - Electronics Store NYC ($2,300)
- Reason: Purchase 3 minutes after Tokyo withdrawal
Risk Score: 9.2/10 (Critical)
Recommended: Freeze account, dispute charges
Loan Application Assessment
Application: $300,000 Mortgage, $85,000 Income
Assessment: UNDER REVIEW
Analysis:
✓ Good debt-to-income ratio (< 36%)
✓ Stable full-time employment
✓ Loan amount reasonable (< 4x income)
Compliance:
- ECOA guidelines followed
- FCRA requirements met
- TILA disclosures prepared
Get Full Implementation
What's Included for Customers
Complete Source Code:
- TypeScript/Next.js 15 implementation
- AxonFlow SDK integration
- Fraud detection algorithms
- Loan assessment logic
Compliance Templates:
- ECOA/FCRA/TILA policy templates
- RBI compliance checklists
- Audit report generators
- PII handling procedures
Deployment Resources:
- Docker configurations
- AWS ECS deployment guides
- CloudFormation templates
- Multi-region setup
Support:
- 24/7 technical support
- Architecture review sessions
- Compliance guidance
- Security updates
Customer Success Stories
"AxonFlow reduced our RBI compliance implementation from 8 months to 4 weeks. The built-in PII protection and audit trails saved us significant development time."
— CTO, Major Indian Bank
"Sub-10ms policy enforcement means we can add AI governance without impacting transaction processing. Essential for real-time fraud detection."
— VP Engineering, Fintech Startup
Pricing
Professional
$15K/month
- Up to 3M requests/month
- 25 users
- Email support (12hr SLA)
- SSO integration
- Basic compliance templates
Enterprise
$50K/month
- Up to 10M requests/month
- Unlimited users
- Priority support (4hr SLA, 24/7)
- Advanced compliance
- Custom integrations
- Dedicated success manager
- RBI compliance assistance
Next Steps
- Contact Sales - Schedule a demo with banking use case
- AWS Marketplace - Subscribe directly
- Book Demo - See live banking assistant
Resources
Support
For questions or to access the full implementation:
- Sales: [email protected]
- Support: [email protected] (customers only)
- Documentation: https://docs.getaxonflow.com
- AWS Marketplace: Subscribe Now
Full banking implementation with production-ready code available exclusively to AWS Marketplace customers.