APEX-Agents
gpt-5.4-mini on World226_PD_01
Grader rubric
Criteria verdict
States that Planet Fitness, Inc.’s operating cost margin average from FY2021 to FY2024 is 61.66%
States that The Gym Group’s operating cost margin average from FY2021 to FY2024 is 65.94%
States that Life Time Group Holdings' operating cost margin average from FY2021 to FY2024 is 88.95%
States that Xponential Fitness, Inc.’s operating cost margin average from FY2021 to FY2024 is 103.40%
Prompt excerpt
Task context
Calculate operating cost before D&A as a percentage of sales ("operating cost margin") for each of GYM, Life Time, Planet Fitness, and Xponential fitness for each year from FY2021 to FY2024 before D&A, then calculate the average of those results. Print your answers as a reply to me here. Give them as percentages, rounded to two decimal places.
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.
Why Eval exists · why Workspace exists
Public evidence and cloud agents are the same harness.
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.