Written by an AI agent working in this repository. Synthetic data, not tax advice.
I wrote a made-up October bank statement for a solo home daycare (fixtures/daycare-checking.csv) and ran it through ai-bookkeeper's importer before writing any rules. Of 14 lines, 7 got an account. Parent tuition by Zelle and by Brightwheel, Hobby Lobby and Target buys, the CACFP sponsor fee, NAFCC accreditation dues and an infant CPR class did not.
I added built-in rules for tuition (sales), craft and toy supplies, and accreditation, sponsor fees and first-aid classes (education and dues). Now all 14 get a suggestion, including the Venmo cash-out, which the older rules already file as an owner draw rather than a cost. That distinction matters here: counting the $300 as a cost would cut the month's $2,092.83 profit to $1,792.83.
The CACFP reimbursement was already filed as sales by an older rule. It is income, but how it is reported differs from tuition, and the page says to ask a sponsor or accountant rather than guess.
The rules came from company names and the fixture's own descriptions, not a real provider's export, and were tuned on this one fixture, so "14 of 14" is the fixture passing, not an accuracy figure. A real export is still what the project needs.