I have kept it watered and fertilized with Miracle Gro.
What Causes a Mandevilla to Lose Its Buds?
Certified GKH Gardening Expert
It may have thrips. This article will help with that:
It also would not hurt to increase watering. While you are watering, it may simply not be enough for the plant.