APEX-Agents · Management Consulting

W127_AH_Task 7

4/10Fail

APEX-Agents task W127_AH_Task 7 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_56364690260243039485520251995f57

WorldManagement Consulting World 127

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Read the attached email from the EM about conducting lifecycle analysis on the SKU data and execute on the analysis in: 4. Data Hygiene / Gaps Log (Associate 2). Use values rounded to two decimal places. Reply back to me with the info I need.

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	4/10	Fail	Share page Public trace
Gemini 3.1 Pro	dual	6/10	Fail	Share page Public trace
GPT-5.4	dual	4/10	Fail	Share page Public trace
GPT-5.4 mini	dual	10/10	Pass	Share page Public trace
GPT-5.4 nano	dual	4/10	Fail	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States MQB is a top two platform / application by gross margin percentage for Active
Pass
Evidence: <TEXT_RESPONSE> table lists for Active: “1 | Ford C2 | 33.12%” and “2 | MQB | 32.81%.” Assessment: Criterion asks whether it states MQB is a top two platform/application for Active; pass because MQB is listed as rank 2 under Active.
States Hyundai E-GMP is a top two platform / application by gross margin percentage for Active
Fail
Evidence: <TEXT_RESPONSE> table lists Active top two as “Ford C2” and “MQB.” Assessment: Criterion asks whether it states Hyundai E-GMP is top two for Active; fail because Hyundai E-GMP is not listed for Active.
States Hyundai E-GMP is a top two platform / application by gross margin percentage for New Product Pre-Launch
Pass
Evidence: <TEXT_RESPONSE> table lists New Product Pre-Launch: “1 | MQB | 34.43%” and “2 | Hyundai E-GMP | 33.19%.” Assessment: Criterion asks whether Hyundai E-GMP is top two for New Product Pre-Launch; pass because it is listed as rank 2.
States MLB Evo is a top two platform / application by gross margin percentage for New Product Pre-Launch
Fail
Evidence: <TEXT_RESPONSE> table lists New Product Pre-Launch top two as “MQB” and “Hyundai E-GMP.” Assessment: Criterion asks whether MLB Evo is stated as top two for New Product Pre-Launch; fail because MLB Evo is not listed for that lifecycle status.
States Ford C2 is a top two platform / application by gross margin percentage for Obsolete
Fail
Evidence: <TEXT_RESPONSE> table lists Obsolete: “1 | BYD e-Platform 3.0 | 32.32%” and “2 | MLB Evo | 32.07%.” Assessment: Criterion asks whether Ford C2 is top two for Obsolete; fail because Ford C2 is not listed for Obsolete.
States Volvo SPA2 is a top two platform / application by gross margin percentage for Obsolete
Fail
Evidence: <TEXT_RESPONSE> table lists Obsolete top two as “BYD e-Platform 3.0” and “MLB Evo.” Assessment: Criterion asks whether Volvo SPA2 is top two for Obsolete; fail because Volvo SPA2 is not listed for Obsolete.
States Stellantis STLA Medium is a top two platform / application by gross margin percentage for Service/Aftermarket
Fail
Evidence: <TEXT_RESPONSE> table lists Service/Aftermarket: “1 | Volvo SPA2 | 33.98%” and “2 | Hyundai E-GMP | 33.67%.” Assessment: Criterion asks whether Stellantis STLA Medium is top two for Service/Aftermarket; fail because Stellantis STLA Medium is not listed.
States Volvo SPA2 is a top two platform / application by gross margin percentage for Service/Aftermarket
Pass
Evidence: <TEXT_RESPONSE> table lists Service/Aftermarket: “1 | Volvo SPA2 | 33.98%.” Assessment: Criterion asks whether Volvo SPA2 is top two for Service/Aftermarket; pass because it is listed as rank 1.
States that one of the two platforms appearing most frequently in the top two by gross margin percentage across all lifecycle statuses is Hyundai E-GMP
Pass
Evidence: <TEXT_RESPONSE> states under most frequent platforms: “Hyundai E-GMP — appears 2 times.” Assessment: Criterion asks whether one of the two most frequent platforms is Hyundai E-GMP; pass because it explicitly states this.
States that one of the two platforms appearing most frequently in the top two by gross margin percentage across all lifecycle statuses is Volvo SPA2
Fail
Evidence: <TEXT_RESPONSE> states the most frequent platforms are “MQB — appears 2 times” and “Hyundai E-GMP — appears 2 times.” Assessment: Criterion asks whether one of the two most frequent platforms is Volvo SPA2; fail because Volvo SPA2 is not included in the stated most frequent list.