Embodiments are directed to managing user interfaces. User interface (UI) models associated with concepts may be provided such that the UI models include visualizations. Other concepts may be associated with a data model based on fields of the data model. Characteristics of the concepts associated with each UI model and the other concepts associated with the data model may be compared to each other such that results of each comparison may be employed to generate a score for each UI model. The UI models may be ordered based on each score. A report that includes a rank ordered list of the UI models may be provided.