APEX-Agents · Management Consulting

World 127_HLV_Task 04

6/10Fail

APEX-Agents task World 127_HLV_Task 04 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_993a38dad72045b88ccdccadfc2f879f

WorldManagement Consulting World 127

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

The client wants to see the top four customers by cumulative revenue over the last three years and the average gross profit margin for each of the top customer's product families. Only include orders if they have an active lifecycle status when calculating cumulative revenue and use all lifecycle statuses for gross margin. Note that MLB Evo and MQB are Volkswagen. Then, calculate their total order volume from 2023 to 2025 for only Hybrids and EVs. Make sure to calculate the volume growth rate over that period as well. Round answers to the nearest whole number, except percentages, which should be rounded to one decimal place. Return your findings with a message here.

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	6/10	Fail	Share page Public trace
Gemini 3.1 Pro	dual	2/10	Fail	Share page Public trace
GPT-5.4	dual	5/10	Fail	Share page Public trace
GPT-5.4 mini	dual	10/10	Pass	Share page Public trace
GPT-5.4 nano	dual	5/10	Fail	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States that Volkswagen's total revenue from 2023-2025 is 265,204,113
Pass
Evidence: <TEXT_RESPONSE> table lists “Volkswagen | €265,204,113” under cumulative revenue for 2023–2025. Assessment: Criterion requires stating Volkswagen's total revenue from 2023-2025 is 265,204,113; pass.
States that Volvo SPA2's total revenue from 2023-2025 is 137,283,980
Fail
Evidence: <TEXT_RESPONSE> lists “Volvo | €137,283,980,” but does not identify “Volvo SPA2.” Assessment: Criterion specifically requires stating Volvo SPA2's total revenue is 137,283,980; the value is present but the specified customer/platform name is not, so fail.
States that Hyundai E-GMP's total revenue from 2023-2025 is 136,925,595
Fail
Evidence: <TEXT_RESPONSE> lists “Hyundai | €136,925,595,” but does not identify “Hyundai E-GMP.” Assessment: Criterion specifically requires stating Hyundai E-GMP's total revenue is 136,925,595; the response gives only Hyundai, so fail.
States that BYD e-Platform 3.0's total revenue from 2023-2025 is 136,877,569
Fail
Evidence: <TEXT_RESPONSE> lists “BYD | €136,877,569,” but does not identify “BYD e-Platform 3.0.” Assessment: Criterion specifically requires stating BYD e-Platform 3.0's total revenue is 136,877,569; the response gives only BYD, so fail.
States that the Volkswagen's gross profit margin for EV orders is 12.2%
Fail
Evidence: <TEXT_RESPONSE> Volkswagen gross margin table lists “EV | 12.4%.” Assessment: Criterion requires Volkswagen's gross profit margin for EV orders is 12.2%; stated percentage differs, so fail.
States that Volkswagen's gross profit margin for Hybrid orders is 26.8%
Pass
Evidence: <TEXT_RESPONSE> Volkswagen gross margin table lists “Hybrid | 26.8%.” Assessment: Criterion requires Volkswagen's gross profit margin for Hybrid orders is 26.8%; pass.
States that Volkswagen's 2023 combined EV and Hybrid order volume is 11,627,134
Pass
Evidence: <TEXT_RESPONSE> volume table lists Volkswagen “2023 volume | 11,627,134.” Assessment: Criterion requires Volkswagen's 2023 combined EV and Hybrid order volume is 11,627,134; pass.
States that Volkswagen's 2024 combined EV and Hybrid order volume is 11,953,787
Pass
Evidence: <TEXT_RESPONSE> volume table lists Volkswagen “2024 volume | 11,953,787.” Assessment: Criterion requires Volkswagen's 2024 combined EV and Hybrid order volume is 11,953,787; pass.
States that Volkswagen's 2025 combined EV and Hybrid order volume is 12,253,601
Pass
Evidence: <TEXT_RESPONSE> volume table lists Volkswagen “2025 volume | 12,253,601.” Assessment: Criterion requires Volkswagen's 2025 combined EV and Hybrid order volume is 12,253,601; pass.
States that the Volkswagen EV and Hybrid order volume growth rate from 2023-2025 is 5.4%
Pass
Evidence: <TEXT_RESPONSE> volume table lists Volkswagen growth rate “5.4%.” Assessment: Criterion requires Volkswagen EV and Hybrid order volume growth rate from 2023-2025 is 5.4%; pass.