mominalix/ESG-Analysis-Using-Retrieval-Augmented-Generation-Engine
Analyse environmental, social, and governance policies for potential gaps using AI - powered by LLMs, RAG techniques, and a regulatory knowledge base using OpenAI API, LangChain, Pinecone and Streamlit.
Implements a microservices architecture with FastAPI backend supporting multiple vector stores (ChromaDB, Pinecone, Qdrant), hierarchical retrieval with query decomposition and re-ranking, and coverage of six major ESG frameworks (CSRD, GRI, SASB, TCFD, EU Taxonomy, SEC Climate). Includes enterprise features like LangSmith monitoring, streaming responses, batch processing, and structured logging, deployable via Docker Compose or local development with PostgreSQL and Redis for persistence and caching.
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Python
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Last pushed
Aug 03, 2025
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