At Citicorp Services India Pvt Ltd, I built BERT- and MiniLM-powered pipelines to classify operational risk issues, and delivered a 70% reduction in time spent analyzing them. I also helped users retrieve insights from audit documentation and reduced control review effort by 60%.
For an agentic AI proof of concept at Citicorp Services India Pvt Ltd, I created workflows for document ingestion, summarization, control validation, and escalation triggers. I applied vector-based search and prompt engineering to align internal memos and controls with regulations.
At Barclays Global Service Center, I automated reconciliation between LOANIQ and ACBS across 5M+ records, reducing reconciliation cycle time by 60%. I also developed loan origination risk segmentation models and an NLP issue resolution engine that improved classification F1-score from 0.67 to 0.81.
Earlier, I developed investment portfolio models, churn models, and ML pipeline deployments at Mindcra Software. My experience also includes automation, predictive modeling, and data quality and testing pipelines across financial services, healthcare, and vehicle telemetry.
