What is a workflow and how can it help me automate an RA process? A workflow is an ordered series of tasks which describe a process from start to finish.

The eCFR MCP Server is a free, open-source tool created by Sabrina Woo and Nathan Layman of Artificial Intelligence for Research Administration (AI4RA) that connects AI assistants directly to the Electronic Code of Federal Regulations (eCFR) API.

At the 2026 REACH Research Analytic Summit, the AI4RA (AI for Research Administration) team delivered a hands-on workshop titled “The Intersection Between AI and Data.” The full workshop (including slides, interactive tools, and a post-workshop guide) is now freely available online.

One of the most difficult parts of incorporating AI into your daily workflow happens before you ever touch a computer: identifying the processes to be automated.

What is Vandalizer, how do I get access, and how do I get support?