APEX-Agents · Management Consulting

CW134 Aditi 01

Best published8/8Pass

APEX-Agents task CW134 Aditi 01 in AI Agents for M&A Legal Due Diligence. Compare dual-harness agent runs across models, scores, and public traces.

AI Agents for M&A Legal Due DiligenceManagement Consulting World 134Dual harnessGrader: rubric

Task IDtask_11c9d4cb0cf3401b8de7cff9969fc223

WorldManagement Consulting World 134

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

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.

Published trajectories

Agent runs on this task

Curated dual-harness runs (parsed + original sandbox). Best scored run per model.

Model	Harness	Score	Result	Links
Gemini 3.1 Pro	dual	8/8	Pass	Run details Public trace
GPT-5.4	dual	8/8	Pass	Run details Public trace
GPT-5.4 mini	dual	8/8	Pass	Run details Public trace
GPT-5.5	dual	8/8	Pass	Run details Public trace
GPT-5.4 nano	dual	5/8	Fail	Run details Public trace

Grading rubric

Rubric criteria

Runs are graded against these criteria. Open a run for model-specific verdicts.

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%