Preheat the oven to 400°F.
To make the tofu bacon bits, place the soy sauce, 2 tablespoons vegetable oil, maple syrup, 1 tablespoon nutritional yeast, garlic powder and smoked paprika in a large bowl, whisking to combine.
Toss in the diced tofu, mixing gently to coat.
Place the tofu on a parchment-paper lined baking sheet and bake until crisp around the edges, 25 to 30 minutes, flipping halfway through. Remove and set aside.
While the tofu ‘bacon’ is in the oven, heat the olive oil in a larg pot over medium heat. Once the oil is hot, add the bouillon powder and cook for 30 seconds to 1 minute to bloom.
Then, add the onion, carrots, and celery. Continue to cook, stirring often, until the onion is translucent, 4 to 5 minutes.
Add the garlic and sauté until fragrant, 1 to 2 minutes.
Stir in the dried split peas and season with fresh thyme, smoked paprika, liquid smoke, a teaspoon each of salt and pepper, and mix to combine.
Pour in the broth and bay leaves and stir to combine. Increase the heat to high and bring to a boil.
Once at a light boil, reduce the heat to low, cover and simmer, stirring every so often, until the peas are soft and tender, 50 to 60 minutes. If the soup seems too thick when you stir it, add a little more broth or water (about ¼ - ½ cup at a time) until you reach your desired consistency.
Off the heat, stir in half of the bacon bits and fresh lemon juice until incorporated. Taste and adjust seasonings, if necessary
Serve with fresh lemon wedges, a sprinkle of more tofu bacon bits and fresh parsley, and enjoy!