Siva sathwik

Built persona-based AI workflows to automate operational decision support, including a Change Manager persona that analyzes CR context using RAG, structured outputs, and API-driven integrations. Enabled analysis of 50+ change requests per week and reduced approval turnaround time by nearly 80% by automating contextual analysis and dependency evaluation workflows.

On Bench.

Optimized Work Order Planning Oil & Gas: Designed analytics-driven planning logic using work order, inventory, and contract data to improve prioritization, scheduling, and execution visibility. Improved planning efficiency and contributed to approximately $1.5M in quarterly savings through better utilization of operational resources. Wells Lookback Summarizer Oil & Gas: Developed a RAG-based summarization workflow using Azure Cognitive Search to retrieve relevant well insights and generate structured summaries for engineering review. Reduced report generation time by 90%, accelerated analysis cycles, and improved accessibility of historical well intelligence for decision-making. Omni Order Sourcing Retail: Built API-driven sourcing logic and simplified business rules into maintainable decision flows for inventory allocation and contract-aware fulfillment. Increased revenue by approximately $2M and reduced stockouts by 40% by improving sourcing accuracy and fulfillment reliability.

Developed Python- and SQL-based utilities for data extraction, validation, workflow tracking, and operational reporting. Improved operational reporting accuracy by ~75% and significantly reduced manual processing effort across recurring operational workflows.