Dagworks provides tools for building reliable AI and machine learning pipelines using Apache Hamilton and Apache Burr. Apache Hamilton facilitates the development and iteration of Python data pipelines with features for lineage and observability. Apache Burr accelerates the building and debugging of RAG and agentic applications through hosted execution and state management.
Funding
$500K raised to dateRaised to date based on public sources. This may differ from the amount the company actually raised and is based only on what is publicly available on the internet.
OPFounders
Product
Problem
Data science teams face challenges in efficiently developing, debugging, and maintaining complex machine learning pipelines, especially for Retrieval-Augmented Generation (RAG) and agentic applications. Lack of proper observability, state management, and data provenance tracking hinders the delivery of reliable AI solutions.
Solution
DAGWorks offers a platform centered around Hamilton and Burr, designed to streamline the development and maintenance of machine learning pipelines. Hamilton accelerates the iteration process for Python-based pipelines, while Burr facilitates the building and debugging of RAG and agentic applications. The platform provides enhanced observability features, including data provenance and lineage tracking, and robust state management capabilities. By integrating with existing observability tools, DAGWorks enables data science teams to deliver AI solutions more rapidly and with greater reliability.
Target Audience
The primary target audience consists of data science teams and machine learning engineers involved in developing and deploying AI-powered applications, particularly those working with RAG and agentic systems.
Features
- Hamilton: A framework for building Python pipelines with a focus on rapid iteration.
- Burr: A framework for building and debugging RAG and agentic applications.
- Hosted Hamilton UI: A SaaS offering that provides provenance, lineage, observability, and cataloging for Hamilton pipelines.
- Burr Cloud: A hosted execution environment for Burr, offering state management, persistence, and observability.
- Integration with existing observability tools.
- Data provenance and lineage tracking.
- State management and persistence for RAG and agentic applications.