Power and Deploy RAG Agent Tools with Pathway

Enterprise AI in 2025 is evolving from proof of concept to live production deployments, and organizations need fast, up-to-date retrieval of information for their language models—alongside the flexibility to run advanced, multi-step agent logic. That’s where Pathway comes in.

Pathway for Real-Time Indexing

Pathway provides a real-time, incremental indexing engine that continuously syncs with your data sources (files, databases, or APIs), ensuring your agents always have access to the freshest information. By combining BM25 and semantic search, Pathway delivers a hybrid retrieval approach that significantly boosts accuracy and recall.

Agent Orchestration and Deployment Made Easy

If your workflows require sophisticated logic—like query rewriting, relevance checks, or hallucination detection—Pathway integrates seamlessly with agent orchestration tools such as LangGraph, Crew AI, AutoGen, or OpenAI Swarm. This approach lets you filter out irrelevant documents, refine user queries, generate well-grounded answers, and keep an ongoing watch for hallucinations—all within a real-time pipeline that automatically adapts to your data updates. Pathway also makes it simple to expose custom agent logic via a REST endpoint, reducing overhead whether you’re building a specialized LLM application or an internal knowledge assistant.

Get Started

Explore the step-by-step cookbooks demonstrating how to combine Pathway’s real-time indexing with LangGraph multi-step agent flows: https://github.com/pathwaycom/llm-app/blob/main/cookbooks/self-rag-agents/pathway_deploy_langgraph_agents.ipynb

If you are only interested in using the Pathway as always up-to-date document store and want to deploy your agents your own way (via Flask, FastAPI, etc.), then check out this cookbook: https://github.com/pathwaycom/llm-app/blob/main/cookbooks/self-rag-agents/pathway_langgraph_agentic_rag.ipynb

Are you looking to build an enterprise-grade RAG app?

Pathway is trusted by industry leaders such as NATO and Intel, and is natively available on both AWS and Azure Marketplaces. If you’d like to explore how Pathway can support your RAG and Generative AI initiatives, we invite you to schedule a discovery session with our team.

Schedule a 15-minute demo with one of our experts to see how Pathway can be the right solution for your enterprise needs.

Check out ready-to-run app templates for RAG, AI pipelines, and enterprise search with live data: pathwaycom/llm-app

Join the Community and share your experiences by joining our community forum. Join Pathway's Discord server (#get-help) and let us know how the Pathway community can help you.

For any questions or feedback, don't hesitate to reach out to us at contact@pathway.com!