A method of producing simulated dialog outputs selected phrases in a sequence defined by a selected dialog model. When a state change is recorded one or more of dialog models which have non-zero state change type weights corresponding to the recorded state change type are identified and one of the identified dialog models is selected probabilistically with influence from the non-zero state change type weights. One or more unique characters are mapped to character indices of the selected dialog model and one or more phrases defined in the one or more mapped unique characters are identified which have non-zero phrase type weights corresponding to the phrase types of the selected dialog model. For each phrase type defined in the selected dialog model, at least one of the phrases are selected probabilistically with influence from the non-zero phrase type weights.