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enterprise_rag_pipeline.py · production running
# Miles Business AI — Production RAG
from langchain import RAGPipeline
from azure.openai import AzureOpenAI
from pinecone import VectorStore

pipeline = RAGPipeline(
  llm=AzureOpenAI(model="gpt-4o"),
  vectorstore=VectorStore("pinecone"),
  retriever="hybrid"# BM25+semantic
  reranker="cohere",
  guardrails="enabled"
)

response = pipeline.invoke(user_query)
# RAGAS: 0.91 · P95: 318ms · Cost: ₹0.08/call
✓ Production ready · Hyderabad → Global
RAG healthy
P95: 318ms
RAGAS: 0.91
GPT-4o active
Cache hit: 34%
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