1. A system comprising: a robotic apparatus; memory configured to store a resource model, the resource model comprising a mapping of a resource for management to a control state of the robotic apparatus configured to control an industrial process, the mapping comprising relationship data for the resource and the control state; sensor circuitry configured to capture control state data; communication interface circuitry configured to transmit control state update instructions to the robotic apparatus; and system control circuitry, in data communication with the memory and the communication interface circuitry, the system control circuitry configured to: receive, through the communication interface circuitry, a system control query associated with the robotic apparatus; reference the system control query against the resource model to generate contextual information and a search result for the system control query by comparing the system control query to descriptors of resources, relationship data, control states, or any combination thereof mapped within the resource model; via the communication interface circuitry, cause generation of an interactive display comprising the contextual information along with the search result; generate a prediction of an effect of submission of a control state update command on the industrial process responsive to the control state update command resulting from user interaction with the interactive display; via the communication interface circuitry, update the interactive display to include: an indication of the prediction; and a graphical prompt including an option to submit the control state update command to the robotic apparatus; create a first control state update instruction for the robotic apparatus responsive to selection of the option to submit; cause the communication interface circuitry to transmit the first control state update instruction to the robotic apparatus; after the first control state update instruction is transmitted, determine to iteratively correct the control state responsive to the selection of the option to submit and the control state data; create a second control state update instruction for the robotic apparatus responsive to determining to iteratively correct the control state; and cause the communication interface circuitry to transmit the second control state update instruction to the robotic apparatus.