databonsai is a Python library that leverages Large Language Models (LLMs) to execute data cleaning tasks. It offers a range of tools including data categorization, transformation, and extraction, as well as validation of LLM outputs. It supports batch processing to save tokens and features retry logic to handle rate limits and transient errors.