STEP 01
Ingest Sources
PDF and URL content enters via API routes with parsing and cleanup.
System Design
Reusable RAG Delivery Foundation
A concise architecture built for real delivery: reusable ingest + retrieval plumbing, grounded chat with citations, and practical reliability controls.
STEP 02
Chunk + Embed
Text is chunked for retrieval quality, then embedded with OpenAI embeddings.
STEP 03
Retrieve Evidence
Pinecone session namespaces return top context chunks for each user query.
STEP 04
Stream Answer
Chat responses stream back with citations, fallback behavior, and source tags.
Rate Limits
Per-endpoint throttling controls abuse and API spend.
Request IDs
Every response includes X-Request-Id for incident tracing.
Metrics Snapshots
Runtime counters track success/error mix and average latency.