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Abacus.AI @abacusaiThe most common use of LLMs in enterprise is building RAG (retrieval augmented generation) applications on a custom knowledge base, which are difficult to put in production. Some of the challenges are: •Parsing docs and PDFs (most open-source libraries struggle with this) •Data pipelines: the app should have access to updates on data •Custom front-ends: you would either want the app to be able to connect to teams or slack or have custom front end •Complex orchestration: the app should be able to coordinate between vector stores and doc retrievers and handle complex prompts •SQL and code execution: you may need to execute code depending on your application •LLM choice: you should be able to choose the right LLM for your specific use-case •Ease of iteration: you need to measure accuracy and iterate on the app We at have built many LLMs (and put them in production) that handle all these challenges. Our ChatLLM allows you to do all these within days.
Abacus.AI @abacusaiThe most common use of LLMs in enterprise is building RAG (retrieval augmented generation) applications on a custom knowledge base, which are difficult to put in production. Some of the challenges are: •Parsing docs and PDFs (most open-source libraries struggle with this) •Data pipelines: the app should have access to updates on data •Custom front-ends: you would either want the app to be able to connect to teams or slack or have custom front end •Complex orchestration: the app should be able to coordinate between vector stores and doc retrievers and handle complex prompts •SQL and code execution: you may need to execute code depending on your application •LLM choice: you should be able to choose the right LLM for your specific use-case •Ease of iteration: you need to measure accuracy and iterate on the app We at have built many LLMs (and put them in production) that handle all these challenges. Our ChatLLM allows you to do all these within days.