In a case study published October 1, 2026, OpenAI describes how The Den Family Social, a Denver-based social club for parents, used ChatGPT Work during construction and pre-opening of a second location. According to the account, founder Chandler Lipe's small team now saves 10-15 hours a week on administrative work. OpenAI reports the team used ChatGPT Work's Gmail, Slack, and Google Drive plugins to gather and analyze information across the business and propose next steps, while staff still review the output for accuracy and make final decisions. The piece cites specific examples: preparing a second liquor-license application by pulling documents, identifying gaps, and converting file formats when an earlier hearing slot opened; and reducing grant applications from three days to two hours. Leaders including Head of Programming and Partnerships Brooke and General Manager Maia are described using ChatGPT for partnership structures and financial analysis. Lipe estimates ChatGPT saves her roughly 7 hours a week of exploratory conversations. The company also notes The Den is beginning to use ChatGPT Voice during travel and plans to explore Codex for custom systems such as a member check-in app. The account is published by OpenAI about its own product and reflects a single customer's reported experience.
- Published by OpenAI on October 1, 2026
- The Den reports saving 10-15 hours a week across the team
- Grant applications reportedly dropped from three days to two hours
- Used ChatGPT Work with Gmail, Slack, and Google Drive plugins; staff review all output
What it means for you
This is OpenAI marketing its own product through one happy customer, so treat the numbers as a vendor's claim rather than proof. That said, the underlying use cases are real and ordinary: using an AI tool to pull scattered documents together, draft license and grant applications, and organize financial data. If you run a small business drowning in paperwork, the pattern here is worth copying even though the specific hours-saved figure isn't verifiable.
Try this
Pick one recurring paperwork task you dread — a grant application, a license renewal, a monthly report — and this week try drafting it with an AI chat tool by feeding it your existing documents and notes. Review every line yourself before submitting.
Who should care
Small-business owners and lean teams that spend hours each week on applications, compliance paperwork, and pulling information from scattered emails, files, and spreadsheets.
Skip this if
You don't handle administrative paperwork, you've already got AI drafting assistance in your workflow, or you need independent evidence before acting on a vendor's customer story.
Sources: OpenAI — read the original