The department’s bill, the employee’s task
DoorDash can assign model usage costs to the responsible department. The time of the person evaluating menu images has less visible accounting. Engineers describing the company’s AI platform say they build custom interfaces for human evaluation and provide hands-on support to product teams. This is where employee hours belong in the efficiency calculation: treating someone else’s review work as invisible can overstate the organization’s total time saving.[1]
Give the shared infrastructure its due. Teams can reach different models through one access system and switch providers when a quota runs out. Usage and cost allocation can be tracked. Having legal, sales and operations employees use a common service instead of arranging access repeatedly is a meaningful division of work. Usage counts, however, leave open how much time employees gain, which task is replaced and whether the working day becomes shorter.[1]
The company reports more than 5,000 internal users, with 40 percent outside engineering. That distribution shows model access reaching beyond developers’ desks. A sales employee and a legal employee need not receive the same benefit. Less drafting time for one team can mean more correction work for another. My proposed measure is to place preparation, review and correction time alongside each department’s usage bill; employees’ gains become visible within that total.[1]
Account for the new work too
DoorDash’s evaluation process makes this concrete. When general-purpose tools cannot support a person assessing a menu image alongside its labels, custom interfaces are needed. Product teams annotate examples, define criteria and inspect results, with assistance from the platform team. New tasks therefore develop around automation. Assessing employees’ overall workload requires knowing how many hours those tasks consume.[1]
Calling all of this work a burden would miss a possible benefit. An appropriate evaluation interface can reduce effort spent on scattered spreadsheets, and shared support can prevent a team from solving the same problem again. An employee contributing product knowledge to evaluation can also gain a say in how the tool is used. The decisive choice is to include that contribution in allocated time and responsibility. Adding review on top of ordinary duties and setting time aside for it are different arrangements for an employee.[1]
DoorDash’s account measures no gain in hours or wages and reports no headcount outcome. It offers no basis for declaring job losses here. Managers do have a practical accounting choice: add preparation, evaluation, support and correction hours for the same task, then discuss with employees whether saved time becomes shorter work, safer duties or increased output. As the model bill goes to a department, employee time should become an explicit item in that department’s calculation.[1]