INFRASTRUCTURE ENGINE

RAG Pipelines

Build the ultimate data retrieval backbone. Our RAG (Retrieval Augmented Generation) pipelines ensure your LLMs have access to the freshest, most relevant data without fine-tuning overhead.

RAG Architecture

Vector DB Sync

Native support for Pinecone, Weaviate, and Milvus.

Hybrid Search

Combining vector and keyword search for 99% accuracy.

ETL Connectors

Standard connectors for SQL, S3, and APIs.

PII Scrubbing

Automatic sensitive data detection and masking.

Technical Specifications

Data Ingestion

  • Incremental embedding updates
  • PDF OCR & Layout analysis
  • Table extraction & parsing
  • Webhook-based real-time sync

Retrieval Logic

  • Cross-encoder re-ranking
  • Context window optimization
  • Multi-query expansion
  • Metadata filtering & scoped search