The number is your net business profit. Below roughly $60–80K, the S-corp election typically costs more in payroll, bookkeeping, and complexity than it saves in self-employment tax. Above that, it usually starts to pay for itself.

Everything else — liability, branding, professional feel — is a separate question and mostly handled by the LLC itself, not the tax election on top of it.