While Chemeleon demonstrates considerate potential in navigating chemical systems based on textual descriptions, several limitations must be addressed for broader applicability. There is not a rigid constraint between the input text and the generated compounds, i.e. an input of Cu2O5 may result in a structure with stoichiometry Cu3O4 due to the distribution in compositions it is stochastically sampling from. In turn, a request for a cubic crystal may return a unit cell that is not strictly cubic but should be close to the learned conditions a = b = c, alpha = beta = gamma = 90°. This issue could be viewed as a feature when it comes to flexible inverse design as the prompt is a text guide rather than hard coded rule or relationship.