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Cartoon MangoCartoon Mango
AI Finance Automation — Bengaluru

AI-Powered Finance Automation — Fraud Detection, Loan Processing & Compliance Monitoring

Fraud detection at 98.5% accuracy. Loan processing from 4 days to 4 hours. Compliance monitoring that never sleeps and never misses a filing deadline.

Get a FinTech AI Assessment
10+ FinTech deployments98.5% fraud detection₹5Cr+ saved
AI finance automation — fraud detection, loan processing and compliance monitoring
AI Finance AutomationGet FinTech Assessment

Why AI for Finance

Three Ways AI Transforms Financial Operations

01

Real-Time Fraud Detection

Graph neural networks and anomaly detection analyze every transaction in under 100ms. 98.5% accuracy with near-zero false positives. Catches sophisticated fraud rings that rule-based systems miss entirely.

02

AI Loan Processing

Auto-underwriting with document extraction and credit scoring. 80% faster approvals — from 4 days to 4 hours. AI handles document verification, income validation, and risk assessment while humans review edge cases.

03

Compliance Automation

Auto-filing for GST, RBI, and SEBI requirements. Regulatory change tracking that updates your systems before deadlines. Audit trail generation that satisfies every examiner.

Real Finance Deployments

AI Automation Running in Financial Operations

NBFC Loan Processing

AI underwriting system for personal loans. Document extraction from bank statements and tax returns, automated credit scoring, and risk assessment. Processing time dropped from 4 days to 4 hours. 3x loan volume handled by the same team.

XGBoostDocument AICredit API

Payment Gateway Fraud

Real-time fraud detection ML pipeline for a payment gateway processing 2M+ transactions/day. Graph neural networks detect sophisticated fraud rings. Saved ₹2.3Cr/year in prevented fraud with just 0.02% false positive rate.

Graph Neural NetReal-time StreamingFeature Store

CA Firm GST Compliance

GST compliance automation for a CA firm managing 200+ clients. NLP extracts invoice data, OCR processes physical documents, auto-reconciliation with GST portal. 90% reduction in manual compliance work.

NLPOCRGST API

Architecture

Our Finance AI Stack

Layer 1

AI / ML

XGBoost for credit scoring and risk models. Graph neural networks for fraud detection. NLP for document extraction and classification. Anomaly detection for real-time transaction monitoring.

Layer 2

Security

Encryption at rest and in transit. SOC 2 compliance controls. PCI DSS for payment data. Role-based access with MFA. Complete audit logging and penetration testing.

Layer 3

Data

Real-time streaming for fraud detection pipelines. Graph databases for relationship analysis. Feature stores for ML model serving. Audit logging for regulatory compliance.

Layer 4

Integration

Core banking API connectors. Payment gateway integrations. RBI regulatory reporting APIs. GST portal integration. Bureau and verification API connectivity.

10+

FinTech Deployments

98.5%

Fraud Detection Accuracy

80%

Faster Loan Processing

₹5Cr+

Saved for Clients

Our Process

From Assessment to Production in 10 Weeks

Week 1-2

FinTech Assessment

Audit financial operations, identify high-ROI automation targets, map data flows and compliance requirements.

Automation Roadmap
Week 3-5

Model Development

Train ML models on your transaction and loan data. Build fraud detection, credit scoring, or compliance models. Validate accuracy.

Trained Models
Week 6-8

Integration & Testing

Connect to core banking, payment gateways, and regulatory systems. Run in shadow mode alongside manual processes.

Shadow Deployment
Week 9-10

Go Live

Switch to AI-driven mode with monitoring, alerting, and compliance dashboards. 30-day support included.

Live Deployment

Investment

Transparent Pricing

Exact costs depend on transaction volumes, integration complexity, and compliance requirements. We provide a detailed estimate after the assessment.

Single Use Case

₹5-15L8-10 weeks

AI automation for one financial process — fraud detection, loan underwriting, or compliance monitoring. Includes model training, integration, and deployment.

Most Popular

Multi-Process

₹15-40L3-5 months

AI across multiple financial processes with shared models, unified dashboards, and cross-process optimization.

Enterprise

On RequestScoped per engagement

Organization-wide AI transformation with custom models, team training, and long-term support across departments.

Contact Us

Client Testimonials

What Our Partners Say

"Cartoon Mango was great to work with. They improvise and provide 24X7 support."

BCCI
Gaurav SaxenaMedia ManagerBCCI

FAQ

Common Questions About Finance AI

  • Our fraud detection system uses graph neural networks and anomaly detection to analyze every transaction in under 100ms. It builds a behavioral profile for each customer and flags deviations — unusual amounts, locations, device fingerprints, and merchant patterns. Unlike rule-based systems, AI catches novel fraud patterns it has never seen before, achieving 98.5% detection accuracy with a 0.02% false positive rate.

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Tell Us About Your Financial Operations

Share your biggest bottleneck — fraud, loan processing, compliance. We'll respond with an automation roadmap and ROI projection.

  • FinTech AI assessment
  • ROI estimate with payback timeline
  • Engineering-first conversation, no fluff

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