Heat the olive oil in a large pot over medium heat. Saute the onions, bell peppers, and garlic, and cook for approximately 5 minutes. Add the chicken stock, tomatoes and rice to the pot and stir gently. Bring the liquid to a boil, reduce heat and simmer for 20 minutes. Season with salt and pepper.