Crystal has run a bookkeeping practice for almost 25 years. Two patterns she kept seeing in her own clients drove the build: small business clients blindsided by avoidable tax bills because they didn't understand self-employment tax and quarterly deadlines, and freelancers who tried QuickBooks, found it overwhelming, and quietly went back to guessing.

“I would get new small business clients that would come to me blindsided by tax bills that were completely avoidable.”

The 19 signups Crystal reports six to eight weeks after launch came while she was running a Google Ads campaign that, in her own words, was still in its early optimization period. Most of these signups were free-trial users, not yet paying.

3 of the 19 signups converted to paid within the reporting window, out of a base still mostly sitting inside SnapTax's 90-day free trial. Crystal also flags a segment surprise here: she built SnapTax for traditional freelancers, but the people converting fastest turned out to be W2 employees with a 1099 side hustle who assumed their employer's tax withholding already covered their side income.

“tech professionals with a W2 job and a side hustle who have no idea their employer withholding covers zero of their 1099 tax liability”