Embracing Innovation: AI-Powered Support at Rice
Rice University is leaning into the future of research administration. Staff at Rice have been issued licensed access to advanced AI tools.
Research and Cost Accounting (RCA) has been highly engaged in exploring ways to leverage these exciting new tools to streamline operations and ensure compliance, while also strictly adhering to Rice’s guidelines for responsible use, data privacy, and attribution.
One of the standout tools available to Rice staff to support administrative work is NotebookLM. This isn’t your average chatbot; it creates a bounded, secure environment configured to minimize “hallucinations” (AI guessing). By grounding its advice in a vast library of specific source documents – including Uniform Guidance, funder requirements, and Rice policies -NotebookLM offers expert-level guidance backed by direct citations. It is designed to deliver highly accurate, compliant, day-to-day advice you can trust.
Meet TRACE: Your Partner for Non-Labor Cost Transfers
Navigating the rules for Cost Transfers – especially involving federal funds – can be complex. To transform this process, RCA is pleased to introduce TRACE (Transfer Review and Compliance Expert).
TRACE is designed to do the heavy lifting: minimizing the risk of rejected transfers, accelerating processing times, and preventing compliance delays on your research projects.
What is TRACE (Beta v0.3)?
Currently in an opt-in beta phase, TRACE is an intelligent assistant designed to support submitters with two critical functions of the Non-Labor Cost Transfer (NLCT) process.
What TRACE is not
TRACE is a support tool and is not a final authority. Responsibility for the final content of submitted cost transfers (and their justification) remains that of the submitter.
Function 1: Crafting Stronger Justifications
Transactions involving federal funds are subject to strict scrutiny. TRACE empowers you to evaluate and articulate the three pillars of a strong justification – essential for RCA approval:
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Root Cause: Accurately identifying why the error occurred.
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Prevention: Articulating the corrective actions to stop recurrence.
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Allocability: Proving the expense directly benefits the destination project.
> Note: TRACE is particularly powerful at helping you substantiate allocability, often the most challenging part of the justification.
Function 2: Step-by-Step Process Guidance
Beyond compliance rules, TRACE acts as your navigational guide. It provides clear, step-by-step instructions on preparing and submitting an NLCT at Rice. Whether you are posting to the Project Portfolio Management (PPM) subledger or the General Ledger (COA), TRACE ensures you capture the right data correctly from the start.
How to Access TRACE
Ready to streamline your workflow? TRACE is integrated directly into your existing tools.
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Via Templates: You will find a direct access link on the current versions of the Non-Labor Cost Transfer templates (located towards the middle right of the cover page).

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The tool can also be accessed directly here.
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Guidance on how to use the tool can be found here.
Secure and Private
We take security seriously. While the guidance documentation is open to all, access to TRACE is strictly controlled via your Rice NetID.
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Requesting Access: When you click the link for the first time, you will be prompted to submit an access request. This is specific to you and non-transferable.
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Your Data is Yours: Each user has a persistent, private chat history. Your queries and findings are visible only to you; there is no “cross-pollination” of data between users of the tool.
Next Steps
Currently TRACE is a beta tool (i.e. it is in development with refinements to it expected over time). Feedback will lead to updates to its core logic and how its source documents are structured and selected for inclusion.
Your feedback on this beta tool is highly valuable. Identifying the need for improvements will help drive those forward. Please provide feedback (positive and negative please!) via this google form.











