Examples of the present disclosure describe systems and methods of rendering phantom results using graph queries. In aspects, a first query may generate a first result set. The first result set may comprise ordered lists (e.g., node-edge-node 3-tuples), and may be rendered as a graph. A second query may then be executed against the data source to generate a second result set. The first and second result set may be compared. When inconsistencies between the result sets are identified, various degrees of transparency may be used in the graph to indicate the inconsistent data.