Quick answer
Быстре́е!
bystréye — plus поторопи́сь and не спеши́ for the opposite
The options
Softer is better
A bare Быстре́е! is for children and emergencies. With adults, name the reason instead: Мы опа́здываем or Нам пора́. Russians rush each other with facts rather than commands.
The opposite
Не спеши́ / не спеши́те — don’t rush. Споко́йно — take it easy. У нас есть вре́мя — we have time. All four are common and all four are kinder than their English equivalents sound.
What you hear back
Typical mistakes
Быстро!
Быстре́е!
The comparative is what you want: “faster”.
Поторопи́сь — to a stranger
Поторопи́тесь, пожа́луйста.
Use the polite form and add пожа́луйста.
Check yourself
Which is the kindest way to hurry an adult?