Lilac AI excels as an open-source platform for curating unstructured text datasets for LLMs, offering fast clustering, semantic search, PII detection, and concept tagging. Acquired by Databricks in 2024, it integrates seamlessly for enterprise scale—ideal for improving data quality in fine-tuning, RAG, and evaluation workflows.