Heat one tablespoon of olive oil in a large pot over medium-high heat.
Add the chicken pieces, season with salt and pepper, and cook until lightly golden.
Remove from pot and set aside.
Brown the sliced andouille sausage in the same pot.
Once browned, remove and set aside with the chicken.
Sauté the okra in a little oil until lightly golden. Set aside.
Add the remaining olive oil and sauté the onion, bell peppers, celery, and jalapeño until softened.
Stir in the garlic and cook for another minute until fragrant.
Mix in rice, Cajun seasoning, dried thyme, and bay leaf.
Toast rice slightly while stirring for about a minute.
Pour in crushed tomatoes and 3 cups of chicken stock.
Cover and simmer for 18-20 minutes, or until rice is tender.