Raycaster/ Eval

APEX-Agents

GPT-5.4 on CW134 Aditi 01

8/8Pass
Domain
Management Consulting
Category
AI Agents for M&A Legal Due Diligence
Harness
dual

Grader rubric

Criteria verdict

  1. States that 2016-24 average customer acquisition cost for Velocity is US$7,742

  2. States that 2016-24 average customer acquisition cost for Syncore is US$7,398

  3. States that 2016-24 average customer acquisition cost for UpSkill is US$6,949

  4. States that 2016-24 average customer acquisition cost for TrainIQ is US$6,455

  5. States that competitor with the highest churn rate (%) in 2024 is UpSkill

  6. States that percentage difference relative to their average between Upskill and TrainIQ is 17.07%

  7. States that percentage difference relative to their average between Upskill and Velocity is 28.21%

  8. 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

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Eval publishes runs. Workspace runs agents on files.

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