APEX-Agents · GPT-5.4 · dual
CW134 Aditi 01
GPT-5.4 on APEX-Agents: CW134 Aditi 01 (dual harness). Browse score, rubric, and public trace.
Grader rubric
Criteria verdict
States that 2016-24 average customer acquisition cost for Velocity is US$7,742
States that 2016-24 average customer acquisition cost for Syncore is US$7,398
States that 2016-24 average customer acquisition cost for UpSkill is US$6,949
States that 2016-24 average customer acquisition cost for TrainIQ is US$6,455
States that competitor with the highest churn rate (%) in 2024 is UpSkill
States that percentage difference relative to their average between Upskill and TrainIQ is 17.07%
States that percentage difference relative to their average between Upskill and Velocity is 28.21%
States that percentage difference relative to their average between Upskill and Syncore is 45.52%
Prompt excerpt
Task context
For each of the four competitor firms use use our financial dataset for 2016 - 2025 to calculate the average customer acquisition cost (US$) for 2016-24 and identify the competitor with the highest churn rate (%) in 2024 and calculate the percentage difference relative to their average between that competitor with the highest churn rate (%) and each of the remaining competitors. Round all percent final answers to the nearest 0.01%. Round $ amounts to the nearest whole $. Print your answer to me here as a message.
Response trace
Agent response, tools, files, and edits
On mobile, open the full trace for the best view of the agent response, tool calls, file reads, edits, and grading context.
Open mobile trace