[wskish]

For anyone thinking about applications of langchain and pinecone but who are looking for something more turn-key check out https://jiggy.ai

The core is actually open source as well, allowing you to take your data back out via sqlite and hnswlib (https://github.com/jiggy-ai/hnsqlite)

[nextworddev]

Hey I’m actually interested. Could you clarify what we mean by more “turnkey”?

[wskish]

In this case we mean you can get some of the benefits of langchain and pinecone such as semantic search and augmented GPT retrieval without needing to deal with vectors, chunking, and llm tooling at such a low level. You can upload docs and then begin chatting against them immediately. JiggyBase is just a higher level abstraction on top of these same type of components which may be useful in a lot of cases where you don't need full control over the vector embeddings and such and just want to interact with your data.