APEX-Agents
Gemini 3.1 Pro on World112-1_Task05_SC
Grader rubric
Criteria verdict
States that if Impact were to cut sales force by 30%, it would save $216,339.30
States that If Impact were to cut sales force by 50%, it would save $360,565.50
States that the % reduction in sales force needed to reach 20% in Sales & Marketing cuts is 57.60%
Prompt excerpt
Task context
Review industry reports to determine the range of industry-wide reductions in force (RIFs). Using Impact’s revised SG&A breakdown, calculate the cost savings Impact would achieve by reducing its sales force by comparable amounts, testing both the low and high ends of the range. Using 2024 figures, assess whether these reductions are sufficient to achieve a 20% total reduction in Sales & Marketing expense. If not, calculate the percentage reduction in the sales force required to reach the 20% Sales & Marketing cut. Round final answers to the nearest 0.01% or $0.01. Print out your findings to me here now.
Response trace
Agent response, tools, files, and edits
On a phone, the interactive viewer works best full-screen — pick the narrative report or the files & trajectory workspace.
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Eval exists so scores are inspectable—tasks, trajectories, artifacts, and rubric verdicts anyone can open.Workspace exists so people can automate real file work with that harness, and so Raycaster never evaluates work it cannot perform.