Production Semantic Search Engine - Mopare
ISPG Technologies, 08/2024 - 10/2024
Architected and deployed a production-grade RAG-based semantic search system.
Indexed millions of products with vehicle fitment compatibility data using transformer embeddings and parallel vector search for automotive parts discovery.
Impact
- Achieved sub-500ms query latency through concurrent processing and optimized routing logic.
- Indexed millions of products with vehicle fitment compatibility data.
- Deployed containerized FastAPI services on Kubernetes with Jenkins-based CI/CD pipelines.
Stack
Python, FastAPI, Sentence Transformers, Docker, AWS Bedrock