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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:

  1. Detects fraud patterns in real-time with AI-powered analysis
  2. Processes loan applications with instant preliminary assessment
  3. Protects sensitive data (SSN, account numbers) automatically
  4. Enforces regulatory compliance for ECOA, FCRA, TILA
  5. Maintains audit trails for RBI and regulatory requirements
  6. 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:

RegulationDescriptionStatus
ECOAEqual Credit Opportunity ActBuilt-in
FCRAFair Credit Reporting ActBuilt-in
TILATruth in Lending ActBuilt-in
RBIReserve Bank of IndiaSupported
PCI-DSSPayment Card IndustrySupported

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

OperationLatencyNotes
Fraud pattern analysis<50msReal-time detection
Loan assessment<100msFull DTI calculation
PII detection<5msAutomatic redaction
Policy enforcement<10ms P95Single-digit ms typical
Audit loggingAsyncNon-blocking

Why AxonFlow for Banking?

vs Building In-House

RequirementBuild In-HouseAxonFlow
Time to RBI compliance6-12 monthsDay 1
Policy enforcement latency50-100ms+<10ms P95
PII protection3-6 monthsBuilt-in
Audit loggingCustom buildBuilt-in CloudWatch
Multi-region deployment2-3 monthsPre-configured
Cost$500K-1M+ dev$5K-60K/month

vs Other AI Platforms

FeatureLangChainCrewAIAxonFlow
RBI ComplianceManualManualBuilt-in
Low-Latency GovernanceNoNoYes
PII RedactionManualManualAutomatic
Audit TrailsCustomCustomBuilt-in
In-VPC DeploymentManualManualPre-configured
Multi-TenancyNoNoProduction

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

View on AWS Marketplace


Next Steps

  1. Contact Sales - Schedule a demo with banking use case
  2. AWS Marketplace - Subscribe directly
  3. Book Demo - See live banking assistant

Resources


Support

For questions or to access the full implementation:


Full banking implementation with production-ready code available exclusively to AWS Marketplace customers.