According to the Numbeo water drinkability and accessibility index, tap water has a score of 75 / 100 (100 being best).
Numbeo considers this score to be "High"
We are working on providing you with scientific reports about the water quality in Aix en Provence, if you know a reliable source for that feel free to shoot us a message in the chat below or in the comments!