AI

Our system supports AI assistants. You can continue to use our built-in reporting and display features, but if necessary you can use AI assistants to provide additional application, grant and scholarship review, summary, analysis and visualization.

What are the different types of AI assistants?

There are two types of AI assistants: a cloud-based AI assistant and a self-hosted open-source LLM, and they work in opposite ways. We support cloud-based AI assistants.

A cloud AI assistant pulls data across the Internet from the grant management system's server and processes it on its own servers elsewhere. A self-hosted open-source LLM runs the opposite way - the AI model lives directly on the grant management system's server, so all the data access and processing happens there too.

The two also differ in reasoning capability, resource availability, and maturity, since the model running in the cloud isn't the same as the model running on-premise.

This means there are different advantages and disadvantages to each approach. These include...

Cloud-based AI Assistant

  • Frontier-model intelligence and reasoning quality
  • Always up to date with the latest model improvements
  • Seamlessly connected to the app's tools and data
  • Fast, reliable, "just works" experience
  • Data leaves the user's environment and goes to a third party
  • Behavior can shift unexpectedly when the vendor updates the model

Self-Hosted Open-Source LLM

  • Data never leaves the provider's own systems
  • Fully private, no third-party data sharing
  • Consistent, predictable behavior over time
  • Generally lower reasoning quality than frontier closed models
  • More prone to hallucination or weaker edge-case handling
  • Slower to receive new capabilities
  • Possible latency issues if infrastructure is under-provisioned

Which AI assistants do we support?

Claude today, with more on the way.

Our AI features are built on the Model Context Protocol (MCP) and OAuth 2.1 for security, open standards already adopted by major AI providers. We've launched with Claude first, and we're adding support for additional assistants as their own capabilities and self-service connector options mature.

The AI assistant resides externally to our system, it is not built-in to our dashboard. This means the AI assistant not only has access to your data, but any data available on the Internet.

What can the AI assistant do?

Review, summarize, and analyze your real grant and evaluation data.

Once connected, your AI assistant can help you review applications and grants, analyze evaluations, summarize reports, and answer questions using your actual account data - no more copying and pasting information by hand. Ask about programs, grant cycles, applications, agreements, payments reports, evaluations and users, and your assistant can export the results into a Word document, PDF, or Excel spreadsheet. The assistant can read data such as applications, letters of intent, reports, recommendations, evaluations, and users, though it can't change applicant or configuration data, and uploaded documents aren't yet viewable or downloadable.

Who can access the AI assistant?

Grantmaker account owners and administrators can access the AI assistant.

Today, only grantmaker account owners and administrators can connect an AI assistant. Evaluators and applicants don't have AI access, although we plan to expand availability to evaluators in the future.

Can I save AI prompts?

Yes, you can turn any recurring request into a reusable prompt.

If you find yourself asking your AI assistant to do the same thing repeatedly, just ask it to save that as a reusable prompt. Plain language like "save this as a prompt" is all it takes - no special commands needed.

How is access to data managed?

You stay in control, backed by enterprise-grade security.

Connections use OAuth 2.1 security standards, so your username and password are never shared with the assistant - and no one else, including other users or anyone on the Internet, can access your data through the connection. You decide what's shared, the assistant can never exceed the permissions you've approved, and you can revoke access immediately, at any time, for any reason. Just as with your own login, you're responsible for what the assistant does in your account, since it only ever has the access you've granted it.