Catalyzes the CoA- and ATP-dependent conversion of sulfoacetate to sulfoacetyl-CoA and AMP. Induced by sulfoacetate. Mutants do not grow with sulfoacetate, but can use acetate, taurine, isethionate and sulfoacetaldehyde. Belongs to the ATP-dependent AMP-binding enzyme family.