Where AI may help
01
Organize grant calendars and draft first-pass narratives
Pilot with staff review, clear goals, and appropriate data permissions.
02
Improve volunteer and program coordination
Pilot with staff review, clear goals, and appropriate data permissions.
03
Summarize outcomes for human-reviewed reports
Pilot with staff review, clear goals, and appropriate data permissions.
Before implementation
- Choose one workflow and define success before buying tools.
- Protect confidential data and identify where human review is required.
- Test accuracy and accessibility using realistic examples.
- Document costs, time saved, quality changes, and any unintended effects.