Augmented
Financial Intelligence for Real-Time Banking
Re-architecting a legacy banking core to scale securely, detect fraud in real time, and operate without downtime at peak transaction volumes.
The Context
As transaction volumes surged during peak retail and digital commerce cycles, the bank’s legacy core - originally designed for predictable batch workloads - became a constraint rather than a foundation.
The existing monolithic architecture struggled to support real-time payments, leaving the institution vulnerable to outages during critical windows. Simultaneously, fragmented data streams made it impossible to detect sophisticated fraud patterns in real-time, forcing reliance on reactive, rule-based blocks that frustrated genuine customers.
The Friction Point
Legacy infrastructure was the bottleneck. Monolithic architectures created single points of failure and prevented the agility needed to compete.
Transaction Latency
Transaction slowdowns during high-volume windows.
False Positives
Fraud systems generating high false positives.
Operational Drag
Manual incident response and war-room escalations.
Cloud-Native Modernization
Decoupled the Legacy Core
To address failure cascading, we decomposed the liability-critical monolith into resilient microservices, isolating payment processing to ensure stability under load.
Introduced Event-Driven Processing
To eliminate batch bottlenecks, we implemented real-time Kafka streaming, allowing transactions to be processed and reconciled the instant they occur.
Embedded Adaptive Fraud Intelligence
To stop sophisticated attacks, we deployed an inline machine learning model that adapts continuously, scoring transactions in milliseconds without latency.
Impact on Growth
sustained without degradation.
during peak retail traffic.
with 50% fewer false positives.
moving from monthly windows.
Wealth Management Reimagined
Beyond infrastructure, we help wealth management firms deliver hyper-personalized experiences, turning data into tailored financial advice.
Wealth Management,
Reimagined Through Intelligence
Transforming a traditional advisory platform into a hyper-personalized, insight-driven wealth experience.
The Challenge
A premier wealth management firm was losing next-gen clients. Their digital portal was a static repository of PDF statements, giving no real-time transparency.
Advisors were overwhelmed with manual spreadsheet reporting, spending hours prepping for client meetings instead of building relationships.
Client attrition to digital-first robo-advisors.
Advisors spending 60% of time on admin tasks.
Lack of real-time portfolio visibility.
Generic advice that failed to engage younger investors.
The Solution: Intelligent Wealth Platform
We built a modern client portal powered by a recommendation engine that surfaces news, opportunities, and portfolio alerts tailored to individual goals.
Aggregated data to provide a 360-degree view of client wealth.
Algorithms suggesting 'Next-Best-Actions' for portfolio rebalancing.
Automated customized outreach and report generation.