In a September 2, 2026 case study published on its own website, OpenAI described how ATV Big Air Tour, a two-person company run by co-founders Larissa and Derek Guetter, uses ChatGPT Work to manage roughly 26 tour dates across the United States during a May-to-November season. According to the account, Larissa previously spent about a full workday each week manually fact-checking around 30 online publications for errors in event listings. She set up a scheduled ChatGPT Work briefing that checks priority sources, identifies inconsistencies, suggests contacts, and drafts correction emails, reducing weekly review time from roughly 8 hours to 1 hour. For merchandise, Larissa reported photographing inventory and uploading the images; ChatGPT Work organized the inventory, created a spreadsheet and visual inventory website, and generated reorder recommendations in under 15 minutes, cutting the full process from two or three days to two or three hours. She also created a daily automation for answer engine optimization (AEO), auditing whether the site's event details are structured for AI search tools. One audit found ChatGPT could not retrieve about 90% of the site's FAQs. OpenAI stated website analytics showed OpenAI search and user-bot hits rising from 183 to 2,421 across consecutive 30-day periods, a figure it describes as a 1,223% month-over-month increase, filtered to exclude training bots.
- Weekly event fact-checking reportedly dropped from about 8 hours to 1 hour
- Merchandise inventory and reorder process fell from 2-3 days to 2-3 hours
- OpenAI reports search and user-bot hits rose from 183 to 2,421 over consecutive 30-day periods (1,223% increase)
What it means for you
This is OpenAI marketing its own product, so treat the numbers with caution — but the underlying idea is sound and worth borrowing. A tiny business used ChatGPT to automate three recurring chores: checking whether other websites list your business correctly, turning photos of stock into an inventory list, and checking whether AI search tools can actually read your website. None of these require technical skill, and they're exactly the kind of admin that eats a small owner's week.
Try this
Take photos of your product stock or paperwork, upload them to ChatGPT, and ask it to build a spreadsheet and flag what needs reordering. See whether it saves you real time before trusting it with anything bigger.
Who should care
Owners of very small businesses (roughly one to five people) who personally handle inventory, marketing, and keeping event or listing details accurate across many websites.
Skip this if
You have staff or existing software already handling inventory and marketing, or your business doesn't depend on being found through search and third-party listings.
Sources: OpenAI — read the original