While a lot of RAG frameworks like Ragflow, langchain, llama index help in development phase of RAG, Cognita is developed to help productionize them well. In fact, it’s not cognita or others but cognita with others. Cognita leverages existing amazing open source frameworks and helps you organize the code in a manner that is easy to produtionize.

The api endpoints for all modules is a major plus. Besides, the UI for testing out different configurations is helpful for debugging and improvement and sharing with the rest of the world.

But you can run Cognita as is and you’ll get a fastapi server up and running. With that you can utilize the rest endpoints with your Ruby app.

Yes- the product is intended to solve specifically for the RAG use case in production.

If you are interested in learning more, please comment here. Specific questions can also be sent to nikunj@enthire.co