We consider the many-body quantum evolution of N bosons in the mean-field regime. For factorized initial data, we show that fluctuations around the limiting Hartree dynamics satisfy large deviation estimates. Our results are consistent with central limit theorems that have been established in the last years. This is joint work with Benjamin Schlein and Kay Kirkpatrick.