A practical look at what's actually changing in grant review — from applicant experience through scoring, fairness, and what happens af
A practical look at what's actually changing in grant review — from applicant experience through scoring, fairness, and what happens after the award.
Every stage of a grant program generates its own kind of mess — applications lost in inboxes, reviewers scoring on different scales, reports that never come back. This session walks through what changes at each stage, including where automation and AI genuinely help, and where they don't.
Old Way
New Way
The real difference between smart automation and true AI-assisted decisions — and where full automation gets risky.
Short intake questions that route applicants to the grants they actually qualify for.
Guided templates replace the cold "write me a letter" ask.
A threshold-based model that shares reviewer workload without duplicating it.
Emotional-scale scorecards and normalization for each reviewer's tendencies.
Post-award templates and one-click dashboards, not a blank page later.