Photo: Crowded co-founders Daniel Grunstein and Darryl Gecelter. Credit: Refresh Miami.
A nonprofit staffer can now ask ChatGPT or Claude how much the organization spent on food last month, request a board report, or prepare tax filings using financial data connected to Crowded, a Fort Lauderdale fintech company.
The new connector, called Crowded MCP, is designed to let customers work with the company’s financial platform through conversational AI. Refresh Miami reporter Riley Kaminer reported the launch on Nov. 5, 2026. The company is based in Fort Lauderdale and has an office on Las Olas, giving the deployment a local foothold in a growing technology landscape.
MCP, or Model Context Protocol, is a connector standard that lets AI assistants plug into a company’s live data and take actions. In Crowded’s case, the integration gives ChatGPT and Claude a way to work with financial operations managed on its platform.
Built for nonprofit back offices
Crowded’s platform launched in 2022. Co-founders Daniel Grunstein, its CEO, and Darryl Gecelter built it around a problem they saw in nonprofit finance. Grunstein previously worked at JPMorgan; Gecelter brought experience with nonprofits through a university fundraising technology company, according to Refresh Miami.
“When I was at JPMorgan, I saw that the nonprofit sector was really broken,” Grunstein told Refresh Miami. “The only solutions being offered were about raising more money, not actually managing the organization, its compliance, its grants and payouts, and the back office.”
Nonprofits may need to oversee several chapters, committees, grants and scholarship programs, each with distinct financial requirements. Crowded’s existing platform handles dedicated accounts, payments, transaction tracking and IRS filings. Grunstein described the everyday workload this way: “Nonprofits are constantly having to move, track, and report.”
The company still offers self-service accounts for smaller organizations, but its focus has shifted toward larger nonprofits with more complex needs, Refresh Miami reported.
Asking questions instead of exporting spreadsheets
For staff, the new connector is meant to reduce steps between a financial question and an answer. Instead of manually pulling reports or exporting spreadsheets, a user can ask about a category of spending, generate a board report or prepare tax filings using live financial data, according to Refresh Miami.
Crowded MCP product screenshot. Credit: Refresh Miami.
The interface can also prepare thousands of payments through a conversational prompt. That does not mean the chatbot can independently send money: users must authorize transactions within Crowded itself before they are carried out, Refresh Miami reported.
That distinction is central to how the product handles payment activity. The AI can help prepare transactions, but approval remains inside Crowded’s platform. The company’s reported design combines conversational access to financial work with a separate authorization step for payments.
A South Florida company with plans to expand
Crowded employs 28 people, including nine in South Florida, and has an office on Las Olas, according to Refresh Miami. The company previously raised $7.5 million, as reported in earlier Refresh Miami coverage. The earlier article detailed that funding round, but this story does not establish a new total raised.
Grunstein grew up in Australia and previously lived in the United Kingdom and Israel, Refresh Miami reported. He described the Miami technology ecosystem as “like a rocket ship,” pointing to its international character, investor access and ability to attract talent.
The company’s next planned additions are savings products and international payment capabilities over the coming six months, Grunstein told Refresh Miami. The international-payment work is aimed at nonprofits that raise funds in the United States but operate abroad.
For Crowded, the coming test is whether larger nonprofits adopt an AI-mediated way to manage financial tasks, and how the planned international payment capabilities take shape. The new connector brings familiar AI assistants into a sensitive part of nonprofit operations, while keeping payment authorization within Crowded.
Read more local technology coverage in South Florida Digest’s Technology section. For the original reporting and company details, see Refresh Miami’s coverage of Crowded and its earlier report on the $7.5 million funding round.
