Raycaster/ Eval

APEX-Agents

GPT-5.4 on World130_Al-Zhoheir_Hajim_3

2/6Fail
Domain
Management Consulting
Category
AI Agents for Comparable Company Analysis
Harness
dual

Grader rubric

Criteria verdict

  1. States that the Labor Efficiency Variance (Hours) for Rockford, Illinois Plant is 2,739.84 hours

  2. States that the Labor Efficiency Variance (Hours) for Madison, Wisconsin Plant is 2,637.45 hours

  3. States that the Labor Cost Variance (dollars) for Rockford, Illinois Plant is $54,111.83

  4. States that the Labor Cost Variance (dollars) for Madison, Wisconsin Plant is $52,089.63

  5. States that the Productivity Index for Rockford, Illinois Plant is 0.94

  6. States that the Productivity Index for Madison, Wisconsin Plant is 0.94

Prompt excerpt

Task context

Can you calculate the total labor variance in hours (favorable should be positive) and dollars for the Illinois and Wisconsin plants? A positive variance should mean that Total Actual Hours are less than Total Standard Hours. You can use the median wage for All Occupations in the food manufacturing industry in the attached file to convert from hours to dollars. Also, please give me the straight average of the Productivity Index (Standard Labor Hours per Ton divided by Actual Labor Hours Per Ton) for each location. Round the final answers to the nearest hundredth. Provide all your answers directly as a reply to me here. Use the plant-level equipment data by location for the analysis. Also, per client, the total Standard Hours shall be based on Actual Throughput Tons and the Standard Labor Hours per Ton.

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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.