Services
AI Investment Tools
Build models to analyze and forecast asset performance
Sentiment analysis on financial news
Buy / Hold / Sell recommendation systems
Portfolio Optimization Tools
Algorithmic rebalancing
Risk quantification with ML
Scenario analysis and stress testing
Automation in Fintech
AI bots for reporting, reconciliation, and workflows
NLP tools to read and interpret financial documents
Dashboard and data-pipeline setup
Financial Crime, AML & Risk Intelligence
Financial Crime Detection Engines (like FCDE-ML)
Credit default risk modelling
Explainable risk classification
Explainable AI & Responsible AI Systems
SHAP, LIME explainability
Counterfactual modelling
Model governance tools
Research-Led AI Prototyping
Prototyping novel ML architectures
FinTech research PoCs
Translating research into deployable systems
Custom AI Systems for FinTech & Risk
End-to-end ML pipelines
Data engineering + modelling
Deployment-ready prototypes
What to Expect
Research First
Every project starts with a strong foundation in academic and applied research.
Real-World Impact
I don’t just build models — I ship systems that make businesses more efficient and intelligent.
Partnership Mindset
I work closely with clients, teams, or stakeholders to co-create value.
Scalable Design
All solutions are built with scaling in mind — both for startups and enterprise.