APEX-Agents · Management Consulting

W127_AH_Task 3

5/9Fail

APEX-Agents task W127_AH_Task 3 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_fff2cb532f724bb094ab135347c63f5b

WorldManagement Consulting World 127

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Update the business case model with the new gross margin numbers. Flow these values for the model, and give the updated total gross profit values for EV, Hybrid, and ICE for each of the 3 scenarios: (1) exit, (2) transition, and (3) retain. This gross profit number should be the sum of all gross profit for the years 2026-2030. Round final answers to two decimal places, printing your reply 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	5/9	Fail	Share page Public trace
Gemini 3.1 Pro	dual	5/9	Fail	Share page Public trace
GPT-5.4	dual	5/9	Fail	Share page Public trace
GPT-5.4 mini	dual	5/9	Fail	Share page Public trace
GPT-5.4 nano	dual	5/9	Fail	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States the value for EV, Exit is 50,126,377,992.72 euros
Pass
Evidence: TEXT_RESPONSE table shows Exit | EV = "50,126,377,992.72". Assessment: Criterion requires stating EV, Exit is 50,126,377,992.72 euros; pass because the stated value matches exactly to two decimals.
States the value for EV, Retain is 31,638,038,984.52 euros
Pass
Evidence: TEXT_RESPONSE table shows Retain | EV = "31,638,038,984.52". Assessment: Criterion requires stating EV, Retain is 31,638,038,984.52 euros; pass because the stated value matches exactly to two decimals.
States the value for EV, Transition is 42,134,792,024.96 euros
Pass
Evidence: TEXT_RESPONSE table shows Transition | EV = "42,134,792,024.96". Assessment: Criterion requires stating EV, Transition is 42,134,792,024.96 euros; pass because the stated value matches exactly to two decimals.
States the value for Hybrid, Exit is 11,608,178,087.40 euros
Fail
Evidence: TEXT_RESPONSE table shows Exit | Hybrid = "11,792,825,684.95". Assessment: Criterion requires stating Hybrid, Exit is 11,608,178,087.40 euros; fail because the response states a different value.
States the value for Hybrid, Retain is 16,329,620,768.96 euros
Fail
Evidence: TEXT_RESPONSE table shows Retain | Hybrid = "16,562,834,531.50". Assessment: Criterion requires stating Hybrid, Retain is 16,329,620,768.96 euros; fail because the response states a different value.
States the value for Hybrid, Transition is 20,576,187,888.54 euros
Fail
Evidence: TEXT_RESPONSE table shows Transition | Hybrid = "20,860,372,081.65". Assessment: Criterion requires stating Hybrid, Transition is 20,576,187,888.54 euros; fail because the response states a different value.
States the value for ICE, Exit is 5,501,453,351.32 euros
Fail
Evidence: TEXT_RESPONSE table shows Exit | ICE = "5,496,252,957.85". Assessment: Criterion requires stating ICE, Exit is 5,501,453,351.32 euros; fail because the response states a different value.
States the value for ICE, Retain is 12,398,176,918.02 euros
Pass
Evidence: TEXT_RESPONSE table shows Retain | ICE = "12,398,176,918.02". Assessment: Criterion requires stating ICE, Retain is 12,398,176,918.02 euros; pass because the stated value matches exactly to two decimals.
States the value for ICE, Transition is 10,044,704,182.83 euros
Pass
Evidence: TEXT_RESPONSE table shows Transition | ICE = "10,044,704,182.83". Assessment: Criterion requires stating ICE, Transition is 10,044,704,182.83 euros; pass because the stated value matches exactly to two decimals.