In a large pot, heat the olive oil over medium heat. Add onions, celery, and carrots. Cook for about 5 minutes until softened. Add garlic and cook for another minute.
Add the diced potatoes, vegetable broth, thyme, and black pepper to the pot. Bring to a boil, then reduce heat and simmer for about 20 minutes or until the potatoes are tender.