UA

Case Studies

Projects &
Case Studies

Enterprise solutions delivered in banking, fraud analytics, risk intelligence, and GenAI. All projects are presented as confidential case studies.

Code, data, and internal details are not disclosed
01
Confidential🏆 Award 2025

Financial Crime · Graph Analytics

Network Link Analytics

Graph-based fraud network detection for mule account identification and suspicious community clustering.

PythonDuckDBNetwork AnalyticsCommunity DetectionParquet

CIMB Group Excellence Award 2025 — Safeguarding the Bank

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02
Confidential

GenAI · Credit Risk

CrediSense

GenAI credit policy assistant built in Microsoft Copilot Studio, grounded in official policy documents.

Microsoft Copilot StudioGPT-4oRAGAdaptive Cards

Reduced policy lookup time and improved decision consistency.

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03
Confidential

GenAI · Credit Operations

CrediNote

AI-assisted credit memo drafting workflow with structured human-in-the-loop controls.

GenAI / LLMsPrompt EngineeringWorkflow DesignHuman-in-Loop

Reduced drafting time and improved memo consistency.

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04
Confidential

Risk Intelligence · NLP

CrediSignal

Automated adverse news monitoring pipeline — entity matching, LLM summarisation, and risk tagging.

PythonAPIsLLM SummarisationEntity Matching

Proactive early-warning monitoring for credit and AML risk teams.

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05
Confidential

Fraud Analytics · ML

Fraud Detection Models

End-to-end ML fraud models covering origination risk and behavioural signals with full governance.

PythonMachine LearningFeature EngineeringSHAP

Strengthened origination fraud defences with explainable ML scoring.

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06
Confidential

GenAI · Business Intelligence

Generative BI

Natural language analytics interface allowing business users to query portfolio data without technical knowledge.

GenAI / LLMsNLPPower BIPrompt Engineering

Democratised analytics access for non-technical banking stakeholders.

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