Methods and systems for query resolution through graphical user interfaces are disclosed. In one aspect, a system is disclosed that includes a processor and data storage including instructions that, when executed by the processor, cause the system to perform operations. The operations include receiving a query requesting resolution of inconsistent data; based on the query, creating an instance in a queue, where the instance identifies a priority and a task for the query; based on the priority, selecting the query from the queue and initiating resolution of the inconsistent data by generating a graphical user interface to accomplish the task; while accomplishing the task, generating each of (i) a documentation documenting the inconsistent data and the task and (ii) a resolution resolving the inconsistent data; storing the documentation; and publishing the resolution.