Resources
Everything here is open-access. Whether you're just getting oriented or ready to build your first tool, there's a starting point for you.
Start Here
New to AI in research administration? These will help you get oriented.
The Three Buckets Framework
How I think about AI tools: Assistants, Builders, and Visualizers. A simple mental model for getting started.
Understanding LLMs
A visual guide to how large language models actually work. No technical background required.
AI Readiness Self-Assessment
A quick diagnostic designed for research development professionals. See where you stand.
Ready to Try Something?
Practical tools you can put to work today. Copy, paste, experiment.
NOFO Analyzer
Transform 47-page funding announcements into clear, actionable summaries. Quickly assess fit and spot hidden requirements.
PopularVirtual Study Section Prompts
AI reviewer personas to stress-test your proposals before submission. Get meaningful feedback without a commercial red team.
AI Tools for Literature Review
Curated tools and workflows for searching, triaging, and synthesizing literature.
Frameworks for Thinking
Mental models to guide your AI adoption strategy.
Build Your AI Literacy
Curated resources for going deeper on your own time.