By Scott Finney • April 27, 2026
At the December 12, 2024 Memphis AI Meetup, someone shared a use case that stopped the conversation: they'd used multiple AI agents, working together, to assist with grant applications for Memphis nonprofits. This came up in the context of GiveCamp Memphis — a hackathon-style event where volunteers build tech solutions for local nonprofits in a single weekend.
Grant writing is one of those tasks that looks simple on paper but is actually a multi-step nightmare. You need to research the funder's priorities, align your nonprofit's mission, draft compelling narratives, assemble budgets, gather supporting data, and format everything to spec. It can take weeks.
Instead of using one AI tool for everything, this team assigned different roles to different AI agents:
Each agent focused on its piece and handed off to the next. The human stayed in the loop for judgment calls, fact-checking, and final approval. The result? What normally takes two to three weeks of work compressed into a couple of days.
Most business owners hear "AI agent" and think chatbot. This is different. Multi-agent workflows are about breaking a complex process into specialized steps and letting each AI handle the piece it's best at — with humans reviewing the handoffs.
Think about your own business. You probably have processes that touch multiple systems, require different kinds of expertise, and take forever because one person has to context-switch between all of them. That's exactly where multi-agent setups shine.
Some examples from businesses we work with at WeAddBots:
None of these require a PhD in computer science. They require someone who understands the business process well enough to describe each step. The AI handles the execution.
"Multiple AI agents writing grant applications" is not something most Memphis business owners would Google. But when someone across the table describes it in plain English, the mental model clicks. That's the value of showing up weekly — you hear about applications you'd never think to search for.
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