Comet Lab Atlas

An open-source framework for enterprise RAG pipelines tuned around small, specialized models.

LLMWare is a RAG framework with an enterprise bent: it covers the full pipeline from document ingestion to retrieval to generation, and is built to work well with small, task-specific models rather than only frontier ones.

That focus suits regulated settings, where running modest models on your own hardware is a feature, not a compromise.

Where it's ideally used

A fit for enterprise RAG where small, self-hosted models and an end-to-end pipeline matter more than frontier-model quality.

Where it doesn't fit

Less compelling when you simply want to call a hosted frontier model and quality outranks locality.