DrillBot
A multi-agent RAG system to answer drilling KPI queries
Quick Summary
- Built a multi-agent RAG system to answer drilling KPI queries on time-series sensor data using LLMs and LangChain
- Compiled comprehensive drilling knowledge base with Nabors Industries, including code for drilling KPI calculations, 40+ terminology definitions, 50+ FAQ answers covering business contexts, and database schema metadata
- Improved semantic search using Sentence Transformers for initial retrieval by evaluating the performance among 8 Sentence-BERT models
Sample Architecture Diagram
