Privacy-first budgeting, categorization, and scam-awareness tests using synthetic data.
I Tested AI on a Variable-Income Freelancer Budget
A Tunisia-oriented synthetic 12-month budget shows where a fluent plan helps—and where it misses seasonality.
A Privacy-First Way to Categorize Expenses With AI
Forty synthetic transactions compare unredacted and minimized inputs, including the accuracy cost of removing identifiers.
Can AI Spot a Financial Scam Message? A Controlled Test
Forty synthetic messages expose false negatives, false positives, and the danger of treating a classifier as a guarantee.