Yes, it’s possible. I prefer to peel the potatoes as it makes the soup creamier but it’s worth noting that there are a lot of nutrients in the peel which makes leaving them intact preferable for some cooks. Be sure to scrub the potatoes well and remember that the soup might not blend up as creamy.