AI4RA Tip of the Week #9
What is the FFR Management Extraction Workflow?
The FFR Management Extraction workflow is an AI-powered tool in Vandalizer that analyzes federal award documents and extracts everything you need to manage your Federal Financial Report (FFR/SF-425) obligations. This workflow processes federal award documents, such as award notices, cooperative agreements, or award terms and conditions, and it produces a structured, markdown-formatted reference covering:
- Annual and final FFR due dates
- Submission systems and procedures (e.g., the Payment Management System)
- Required expenditure reporting categories
- Consequences of late submission
- A preparation timeline when the source document provides one (otherwise the workflow flags that you should set your own internal milestones)
The workflow is designed for documents spanning 5–50 pages and covers federal agencies broadly. The AI4RA team ran this workflow through an iterative testing process measuring accuracy and consistency on all test documents which extracted dates, deadlines, and system references with a goal of 100% accuracy for each of these extractions. The workflow was also designed to explicitly flag any information not found in the document, preventing gaps and hallucinated information in the reference.
Why This Matters for Research Administrators
FFR compliance is a post-award responsibility with real consequences. Missing a deadline or submitting incomplete financial data can result in penalties that affect the award. Manually combing through dense award documents to piece together reporting schedules, submission platforms, and expenditure categories is time-consuming and error-prone.
This workflow eliminates that manual effort by pulling and synthesizing the relevant obligations from the source document into a consistent, reliable format, so you spend less time hunting for information and more time acting on it.
How to Use This Resource
- Locate your federal award document (award notice, cooperative agreement, or terms and conditions — 5 to 50 pages).
- Upload the document to Vandalizer and select the FFR Management Extraction workflow from the explore tab.
- Review the structured output, which will include your reporting deadlines, submission system, expenditure categories, compliance consequences, and a preparation timeline. Note: AI does not replace RAs, it augments them, and your expertise is required to ensure the output is accurate.
- Use the output as an ongoing FFR management reference throughout the post-award lifecycle of your project.

How can I learn more about this topic?
Share your questions or success stories
Post them to the AI4RA community forum (https://groups.ai4ra.uidaho.edu/g/main/topics). Your tips help the whole research‑admin community thrive.
Workflow Access Update
Over the past few weeks, we’ve been sharing workflows in Vandalizer through our Tips of the Week. We recently discovered that many of these workflows were missing from some Vandalizer instances, including the trial version. This has now been fixed: all AI4RA-created workflows should be visible in the Explore tab.
If your institution runs its own Vandalizer deployment, you may need to update your instance to see the workflows.
