Every GIS team knows the pattern. A request lands in your inbox: “Can you pull demographics around these five candidate sites?”; you run the analysis, package the result, and send it back. Two days later, the same person, or someone else on the same team, asks the same question for a different set of locations, a different drive-time, or a different demographic variable. The analysis is identical. Only the inputs have changed. Multiply that across the organization, and a meaningful portion of a GIS team’s week is spent re-running the same handful of analyses with different parameters.