How the safe harbor works
The IRS does not require you to predict your income perfectly. It requires you to pay in, through the year, the lesser of two amounts: 90% of what you will actually owe this year, or 100% of what you owed last year (110% if your prior-year adjusted gross income was over $150,000). Hit either number through quarterly payments and withholding, and there is no underpayment penalty, even if your final bill is much larger.
That is why last year's tax return is the most useful input in the calculator. In a growth year, the prior-year safe harbor is usually the smaller number: you pay quarterly against last year's smaller tax, keep the difference working for you all year, and settle the remainder at filing without penalty.