APEX-Agents · Management Consulting

World127_AK_Task01

4/8Fail

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

AI Agents for Automotive EV Transition StrategyManagement Consulting World 127Dual harnessGrader: rubric

Task IDtask_2dc966cf774848bcb30c4a59492c61b5

WorldManagement Consulting World 127

Expected outputmessage_in_console

Published runs6 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.

Model	Harness	Score	Result	Links
GPT-5.5showcase	dual	4/8	Fail	Share page Public trace
Gemini 3 Flash	dual	5/8	Fail	Share page Public trace
Gemini 3.1 Pro	dual	4/8	Fail	Share page Public trace
GPT-5.4	dual	3/8	Fail	Share page Public trace
GPT-5.4 mini	dual	5/8	Fail	Share page Public trace
GPT-5.4 nano	dual	3/8	Fail	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States that Helios's total LTM 2025 gross profit is €482,962,639.80
Pass
Evidence: TEXT_RESPONSE table states “Total company LTM gross profit | €482,962,639.80.” Assessment: Criterion asks whether it states Helios's total LTM 2025 gross profit is €482,962,639.80; pass because the exact value is given.
States that the number of Helios's SKUs that should be discontinued in the 3% gross profit reduction scenario is 336
Pass
Evidence: TEXT_RESPONSE table states “ICE SKUs discontinued | 336” and says “336 is the maximum number of ICE SKUs.” Assessment: Criterion asks whether it states the number of SKUs to discontinue in the 3% scenario is 336; pass.
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
Pass
Evidence: TEXT_RESPONSE ranks “1 | MLB Evo” in the platform table and lists “MLB Evo” among priority platforms. Assessment: Criterion asks whether it states one of the three highest-percentage platforms is MLB EVO; pass, despite capitalization difference, because it identifies MLB Evo as a top platform.
States that one of the three platforms that have the highest percentage of SKUs discontinued in the 3% gross profit reduction scenario is TNGA
Pass
Evidence: TEXT_RESPONSE ranks “3 | TNGA” in the platform table and lists TNGA among priority platforms. Assessment: Criterion asks whether it states one of the three highest-percentage platforms is TNGA; pass because TNGA is included in the top three in the response.
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
Fail
Evidence: TEXT_RESPONSE ranks “4 | GM Ultium” and says the top/priority group includes “MLB Evo, MQB, TNGA, and GM Ultium.” Assessment: Criterion asks whether it states GM Ultium is one of the three platforms with the highest percentage discontinued; fail because the response’s own ranked table places GM Ultium 4th, not in the top three.
States that the percentage of MLB EVO SKUs discontinued in the 3% gross profit reduction scenario is 12.62%
Fail
Evidence: TEXT_RESPONSE table gives MLB Evo “% of total platform SKUs discontinued | 17.56%.” Assessment: Criterion asks for 12.62%; fail because the stated percentage is 17.56%, not 12.62%.
States that the percentage of TNGA SKUs discontinued in the 3% gross profit reduction scenario is 10.89%
Fail
Evidence: TEXT_RESPONSE table gives TNGA “% of total platform SKUs discontinued | 14.34%.” Assessment: Criterion asks for 10.89%; fail because the stated percentage is 14.34%, not 10.89%.
States that the percentage of GM Ultium SKUs discontinued in the 3% gross profit reduction scenario is 10.75%
Fail
Evidence: TEXT_RESPONSE table gives GM Ultium “% of total platform SKUs discontinued | 13.28%.” Assessment: Criterion asks for 10.75%; fail because the stated percentage is 13.28%, not 10.75%.