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A junk-drawer folder found the menus
Co-work started as a way to avoid business expensing for travel, and it felt like magic. That led to helping friends who own small businesses get set up, and watching them go through onboarding turned up some good bugs.
One friend runs two restaurants. Her documents and downloads folder had turned into a junk drawer, and she knew a few menus were in there somewhere. Co-work was given access to the directory and found them.
She then asked it to look across her style of cuisine in the area for comparables, because she wanted prices that stayed reasonable for locals and tourists. It came back with something like a market analysis. Small business owners, as it happens, often sit at the bar with stacks of bills, doing invoicing and expensing that nobody likes.
How can an AI agent search a messy folder?
An agent given folder access can list file names, open files, and read their text, then judge which ones match the request. A file called "final_v3" tells little, but reading its contents shows whether it is a menu or an invoice. Scanned documents are images, so reading them needs optical character recognition to turn the pictures into text. This is the same sequence a person follows, done much faster.
How do restaurants set menu prices?
Many restaurants start from the cost of ingredients for each dish and divide by a target food-cost percentage. Industry guides commonly cite a range of roughly 28 to 35 percent of the menu price. Operators then adjust for rent, labor, and what nearby competitors charge. Comparing prices across similar restaurants in an area is a standard part of that process.
Why is expensing such a chore for small businesses?
Every purchase needs a receipt, a category, and a record that matches a bank statement, and these arrive in many formats from many vendors. Tax rules ask businesses to keep that documentation so deductions can be backed up. Owners in small companies usually do this alongside running the business, rather than through a finance department. Accounting software emerged in the 1980s largely to take over this record keeping.
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