Combine parsnips, milk, cream, garlic, thyme, and bay leaf in a pot with a little salt and pepper, if desired. Warm over medium heat and bring to a simmer. Cover and cook until fork tender, about 12-15 minutes.
Strain, reserving liquid, and transfer to a blender or food processor. Add butter, then process, adding reserved liquid as needed, until desired fluffiness is reached.