APEX-Agents · Management Consulting

World 127 TJ Task 4.0

6/6Pass

APEX-Agents task World 127 TJ Task 4.0 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_55f7611b8cff4448b9a88c86ef96b28a

WorldManagement Consulting World 127

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Let's check how a -2/+2 percentage points (pp) in annual gross margin for all component families affects Helios' total gross profit across the three scenarios. Assume base revenue stays constant, so any change in margin directly impacts gross profit and COGS. Using the file 5 year Business Case model, calculate the total gross profit in € under both -2 and +2 pp assumptions and give the results by scenario. Print your reply here, and round all final figures 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	6/6	Pass	Share page Public trace
Gemini 3.1 Pro	dual	0/6	Fail	Share page Public trace
GPT-5.4	dual	4/6	Fail	Share page Public trace
GPT-5.4 mini	dual	0/6	Fail	Share page Public trace
GPT-5.4 nano	dual	6/6	Pass	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States that the 2026 - 2030 total gross profit (€) under the -2pp margin assumption for the exit scenario is €61,483,734,396.99
Pass
Evidence: <TEXT_RESPONSE> table lists Exit under “Total Gross Profit at -2 pp” as “€61,483,734,396.99.” Assessment: Criterion asks whether it states the 2026–2030 total gross profit under -2pp for exit is €61,483,734,396.99; pass, exact value is stated.
States that the 2026 - 2030 total gross profit (€) under the -2pp margin assumption for the retain scenario is €55,522,462,356.13
Pass
Evidence: <TEXT_RESPONSE> table lists Retain under “Total Gross Profit at -2 pp” as “€55,522,462,356.13.” Assessment: Criterion asks whether it states the 2026–2030 total gross profit under -2pp for retain is €55,522,462,356.13; pass, exact value is stated.
States that the 2026 - 2030 total gross profit (€) under the -2pp margin assumption for the transition scenario is €67,073,681,310.24
Pass
Evidence: <TEXT_RESPONSE> table lists Transition under “Total Gross Profit at -2 pp” as “€67,073,681,310.24.” Assessment: Criterion asks whether it states the 2026–2030 total gross profit under -2pp for transition is €67,073,681,310.24; pass, exact value is stated.
States that the 2026 - 2030 total gross profit (€) under the +2pp margin assumption for the exit scenario is €73,205,554,354.82
Pass
Evidence: <TEXT_RESPONSE> table lists Exit under “Total Gross Profit at +2 pp” as “€73,205,554,354.82.” Assessment: Criterion asks whether it states the 2026–2030 total gross profit under +2pp for exit is €73,205,554,354.82; pass, exact value is stated.
States that the 2026 - 2030 total gross profit (€) under the +2pp margin assumption for the retain scenario is €66,169,265,213.81
Pass
Evidence: <TEXT_RESPONSE> table lists Retain under “Total Gross Profit at +2 pp” as “€66,169,265,213.81.” Assessment: Criterion asks whether it states the 2026–2030 total gross profit under +2pp for retain is €66,169,265,213.81; pass, exact value is stated.
States that the 2026 - 2030 total gross profit (€) under the +2pp margin assumption for the transition scenario is €79,868,960,058.25
Pass
Evidence: <TEXT_RESPONSE> table lists Transition under “Total Gross Profit at +2 pp” as “€79,868,960,058.25.” Assessment: Criterion asks whether it states the 2026–2030 total gross profit under +2pp for transition is €79,868,960,058.25; pass, exact value is stated.