Preheat oven to 350°F. Spray a muffin tin with cooking spray so the roses do not stick.
Slice potatoes thin, using a mandoline if you have one or a sharp knife. Toss the potatoes in a medium bowl with the olive oil, salt, and pepper to season.
On a clean surface, lay out the potato slices overlapping each other in a row that’s about 15-20 slices long. Continue with all of the potatoes until you have 8 different shingled rows of potatoes.
Lay 1 slice of bacon along the bottom edge of the potato row. Place pepper jack strips on top of the bacon so they run the length of the potatoes.
Starting at one end, carefully roll everything together into a spiral. The overlapping potatoes will form the “petals”.
Place the rolled potato rose into a muffin cup. Repeat until you have 8 roses in the muffin tin.
Bake for 20-25 minutes until the bacon is fully rendered and the potatoes are golden and crispy. Serve individually, or as a bouquet, and enjoy!