Is anyone deploying GraphRAG in prod?
13 points by cbrizz00 7 hours ago
I've been seeing a lot of buzz around GraphRAG and its potential, but many implementations seem to encounter issues, often with Neo4j. Has anyone managed to set up a reliable and cost-effective GraphRAG system in production? I'm curious about real-world experiences and practical solutions.
We see three major issues that different projects encounter:
1. Knowledge Graph quality - if you don't have a clean well defined Knowledge Graph then the end result will not be good.
2. Multi Graphs support - you want to break the large Knowledge Graph to small per domain Knowledge Graphs which really helps the LLM work with the data.
3. User/Agent memories - You want each user have a dedicated & effective long term memory AKA personal Knowledge Graph completely private and secured.
4. Latency/performance - you have to have a low latency Graph Database that can provide a good user experience.