[spothedog1]

Say I have a news article that describes a Government agency with a few departments and people who work in that department. Graphiti gives 2 options

1. Use whatever node and fact schemas Graphiti comes up with will be different everytime because it's using a non-deterministic LLM

2. Input my own schemas

1 will not be standardized deterministically, 2 will require a lot of work from me to figure out how to structure an organization. There are a million edge cases to think through

I think a big value add would be to just automatically use the Organization Ontology [1] and everyone who uses Graphiti on a text block that describes an organization will get that back.

Then defacto everyone's schemas can interact with each other. My business value prop is not going to be in defining an organization's structure, but it's still useful data for me have. Forming good Ontologies takes a lot of work.

I was thinking of just fine tuning my own LLM with RDF ontologies so it always returns graphs formatted in commonly used RDF schemas

[1] https://www.w3.org/TR/vocab-org/

EDIT: Just saw your edit 2 comments above. And yes exactly that is what I think would be useful. I'm looking for a project in this space that is opinionated cause frankly using a graph with a random assortment of node and edge types everytime I run it is not very useful.