Case File // RR-2026 — Technology Leader

Turning financial signal
out of the noise.

Rajarshi Ray leads AI, Machine Learning and Financial Crime Compliance programs for Tier‑1 banks worldwide — 20+ years taking rule‑based AML into AI/ML‑driven detection, without losing a single SAR.

20+Years in software & program leadership
4Countries — India, Singapore, Malaysia, USA, Philippines
Tier‑1Banks across AML, KYC & case management
OFSAAFCCM full suite — AML, ECM, Sanctions, CRR/CTR/STR

A computer science graduate from IIEST Shibpur, now completing an M.Tech in Data Science & Engineering at BITS Pilani — bridging two decades of enterprise software delivery with hands‑on AI and machine learning.

Rajarshi is a Technical Project Manager at Oracle Financial Services Software, where he manages and implements end‑to‑end solutions for the Oracle FCCM product suite inside financial institutions — from inception through business‑as‑usual operation.

He is a Data Science and Machine Learning enthusiast with hands‑on experience across the technology stack, always eager to learn what's next — currently deep in Generative AI, LLM platforms and Agentic AI as part of Oracle Financial Services Software's internal Gen AI leadership team.

He has successfully led teams for application software development and roll‑outs, delivering projects on time, and has managed multiple project portfolios simultaneously in multi‑vendor, multi‑location environments.

Read the full profile →

Case File // 01 — Domain Expertise

Where the work happens

Two decades spent inside the systems banks depend on to catch what shouldn't get through.

01

Financial Crime & Compliance

Anti‑Money Laundering (AML) across Retail & Corporate Banking, Fraud, Brokerage, Cards and Markets.

02

KYC Lifecycle

End‑to‑end Know Your Customer onboarding, due diligence and ongoing screening.

03

Sanctions & Screening

Customer screening, transaction filtering and real‑time alerting via JMS queue processing.

04

Regulatory Reporting

CTR, CRR, STR and Enterprise Case Management across regulated markets.

05

Retail & Fuel Systems

Retailing merchandise and fuel product platforms for large-scale operators.

06

Distributed Systems

Distributed file systems and parallel processing for high‑throughput data platforms.

Case File // 02 — Technology Stack

AI/ML, Gen AI & the enterprise stack

Machine Learning Deep Learning LLMs Generative AI Agentic AI J2EE Oracle DB MySQL Python C Linux / Unix WebSphere WebLogic Tomcat JBoss Oracle Graph Analytics Oracle Cloud Infrastructure AWS GCP DevOps Docker Kubernetes Apache Zeppelin Jupyter Notebooks

Case File // 03 — Career Ledger

Experience

Program leadership across Oracle FCCM implementations for major financial institutions worldwide.

July 2005 — Current
Technical Project Manager
Oracle Financial Services Software · Bengaluru, India
  • Led teams for application software development, roll‑outs and on‑time delivery — managing multiple project portfolios in multi‑vendor, multi‑location environments simultaneously.
  • Executed multiple end‑to‑end OFSAA FCCM (Financial Crime and Compliance Management) implementations in financial institutions.
  • Delivered programs spanning traditional technology — J2EE, Oracle Database — as well as AI/ML models built in Python, and is part of the core team transitioning solutions to Gen AI platforms with LLM models and Agentic AI specs.
  • Member of the internal leadership team driving Gen AI and Agentic AI adoption for FCCM solutioning and program management.
Aug 2000 — Jun 2005
Technical Lead & Solution Architect
JSM Softech (formerly TrueDisk Labs) · Bengaluru, India
  • Hard‑core technical lead and solution architect, designing and building solutions hands‑on with J2EE, RDBMS, Spring, JavaScript, HTML5 and Visual Basic.
  • C‑Store — an end‑to‑end retailing merchandise and fuel system for a major oil firm in the UAE, managing day‑to‑day retail operations.
  • exTempo — a scalable, extensible remote data management system built in J2EE and PHP for a US product organization, supporting file, mail and address‑book management from any client device.

Case File // 04 — Accomplishments

Recognition

  • Market Development Champion of the Year, 2025 — OFSS
  • Winner, OFSSA AI Hackathon
  • Appreciation letter from the CEO of OFSS
  • Multiple customer accolades for FCCM product implementations
  • Star Award (x2) — Citibank, Singapore
  • Published Oracle whitepaper: "Disrupting Status Quo in AML & Compliance"

Certifications

Credentials

  • Oracle Certified Project Manager
  • Certified Scrum Master (CSM)
  • LLM Engineering: Master AI, Large Language Models & Agents
  • Mathematics Behind LLMs and Transformers
  • Neo4j Certified Professional
  • Managing Projects, IIL
  • IBM Data Science Certification
  • Deep Learning for Business — Yonsei University
  • Oracle Cloud Infrastructure Foundation Certification

Blog

Recent writing

Notes on AI, machine learning and financial crime detection.

Let's talk AI, AML or Agentic architecture.

Open to conversations on financial crime detection, Gen AI adoption and enterprise program leadership.

Contact Rajarshi