An AI agent can run your entire awards, grants, or scholarship program end to end.
The only question that matters is whether you can trust what it did.
By Ion Despoiu. Originally posted on LinkedIn, .
A few weeks ago I argued governance shouldn’t be an Enterprise upsell.
- API access.
- Audit trails.
- Role-based permissions.
- Activity logs.
Table stakes. Every tier.
Because API access isn’t only how you connect your other tools. It’s how an AI agent opens the cycle, assigns reviewers, moves submissions through stages, and pulls the results.
And the moment an agent is doing that work, governance stops being a compliance checkbox. It becomes the only way to trust what happened.
A human operator can be asked, “what did you do here?” An agent’s answer has to live in the audit log.
Every action it takes. Logged. Permissioned. Reviewable.
When an agent runs the program, the audit trail isn’t a backstop. It’s the whole safety net.
So the organization with the least margin for error is the one that needs governance the most. Exactly the firm the industry tells to wait for the Enterprise tier.
On New Empact Work, an agent can run the program because end-to-end APIs are there. And the trust lies in the audit trail, the permissions, and the logs.
At every tier.