The short answer for most cases is JPEG.
But, there is a long answer with a flow chart for those of you overachievers out there.
I found this on Google Developers, and thought it might be of interest to our readers and clients, as it is a popular question.
The three universal web image formats are: GIF, PNG, and JPEG. Which do you choose? Follow the chart below:
image source: Google Developers