In a large pot over medium heat, cook bacon until crisp. Add onion and garlic; cook until tender. Stir in potatoes and chicken broth. Bring to a boil; reduce heat and simmer 10 minutes.
Add clams with juice, tomatoes with juice, thyme and pepper; simmer 10 minutes longer.