In a skillet over medium heat, sauté onion and garlic with a little vegetable oil until translucent. Transfer to the crock-pot.
To the crock-pot, add diced potatoes, corn, celery, seafood stock, thyme, and black pepper.
Cover and cook on high for 3-4 hours, until vegetables are mostly tender.