Raycaster/ Eval

APEX-Agents · Management Consulting

World127_AK_Task01

Best published5/8Fail

APEX-Agents task World127_AK_Task01 in AI Agents for Automotive EV Transition Strategy. Compare dual-harness agent runs across models, scores, and public traces.

AI Agents for Automotive EV Transition StrategyManagement Consulting World 127Dual harnessGrader: rubric
task_2dc966cf774848bcb30c4a59492c61b5
Management Consulting World 127
message_in_console
6 models · dual config

Task prompt

What the agent was asked to do

After reviewing our analysis, the client has a few more requests for us. Recall we had shown scenarios in which the company discontinues SKUs which account for 5%, 7.5%, and 10% of gross profit. We want to redo the same exercise but limit the gross profit reduction to 3%. In this scenario, we want to maximize the number of ICE SKUs discontinued. We also want to identify which platforms have the largest percentage of SKUs discontinued, so the client can prioritize discussions with those customers. Provide your response to me right here. Dollar value final answers and percentage final answers should be rounded to two decimal places.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
Gemini 3 Flashdual5/8Fail
GPT-5.4 minidual5/8Fail
Gemini 3.1 Produal4/8Fail
GPT-5.5dual4/8Fail
GPT-5.4dual3/8Fail
GPT-5.4 nanodual3/8Fail

Grading rubric

Rubric criteria

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

  1. States that Helios's total LTM 2025 gross profit is €482,962,639.80

  2. States that the number of Helios's SKUs that should be discontinued in the 3% gross profit reduction scenario is 336

  3. States that one of the three platforms that have the highest percentage of SKUs discontinued in the 3% gross profit reduction scenario is MLB EVO

  4. States that one of the three platforms that have the highest percentage of SKUs discontinued in the 3% gross profit reduction scenario is TNGA

  5. States that one of the three platforms that have the highest percentage of SKUs discontinued in the 3% gross profit reduction scenario is GM Ultium

  6. States that the percentage of MLB EVO SKUs discontinued in the 3% gross profit reduction scenario is 12.62%

  7. States that the percentage of TNGA SKUs discontinued in the 3% gross profit reduction scenario is 10.89%

  8. States that the percentage of GM Ultium SKUs discontinued in the 3% gross profit reduction scenario is 10.75%