APEX-Agents · Management Consulting

World127_AM_Task03

4/6Fail

APEX-Agents task World127_AM_Task03 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_c50984179bb64d288e409c0f1370fdda

WorldManagement Consulting World 127

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

We have ten expert call summaries from 2022 plus our latest 2025 expert synthesis file, and we want to see how typical EV unit prices have moved for two key families. Can you read the call summaries to pull out the euro unit price points for EV in 2022 for “Vehicle electronics sensors and controls” and “EV charging and onboard power”, use the synthesis file to get the 2025 EV prices for the same families, then compute the average price in each year and the percent change from 2022 to 2025 for each family? Print your reply back to me here with everything.

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	4/6	Fail	Share page Public trace
Gemini 3.1 Pro	dual	6/6	Pass	Share page Public trace
GPT-5.4	dual	6/6	Pass	Share page Public trace
GPT-5.4 mini	dual	4/6	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 value for Vehicle electronics sensors and controls 2022 AVG EUR is 284.8
Pass
Evidence: <TEXT_RESPONSE> table states “Vehicle electronics sensors and controls ... 2022 average | €284.75” and calculation “2022 average = ... = €284.75.” Assessment: Criterion requires stating 2022 AVG EUR is 284.8; €284.75 rounds to 284.8, so pass.
States that the value for Vehicle electronics sensors and controls in 2025 AVG EUR is 311.5
Fail
Evidence: <TEXT_RESPONSE> table states for Vehicle electronics sensors and controls “2025 EV price used | €314.00.” Assessment: Criterion requires 2025 AVG EUR is 311.5; response gives 314.00, not 311.5, so fail.
States that the percentage change of AVG EUR between 2025 and 2022 for Vehicle electronics sensors and controls is 9.4%
Fail
Evidence: <TEXT_RESPONSE> table states Vehicle electronics sensors and controls “Change 2022 → 2025 | +10.3%” and calculation “Percent change = ... = +10.3%.” Assessment: Criterion requires 9.4%; response states 10.3%, so fail.
States that the value for EV charging and onboard power in 2022 AVG is EUR 475.6
Pass
Evidence: <TEXT_RESPONSE> table states “EV charging and onboard power ... 2022 average | €475.62” and calculation “2022 average = ... = €475.62.” Assessment: Criterion requires EUR 475.6; €475.62 rounds to 475.6 to one decimal, so pass.
States that the value for EV charging and onboard power in 2025 AVG is EUR 584.0
Pass
Evidence: <TEXT_RESPONSE> table states “EV charging and onboard power ... 2025 EV price used | €584.00.” Assessment: Criterion requires 2025 AVG EUR is 584.0; same value, so pass.
States that the percentage change of AVG EUR between 2025 and 2022 for EV charging and onboard power is 22.8 percent
Pass
Evidence: <TEXT_RESPONSE> table states “EV charging and onboard power ... Change 2022 → 2025 | +22.8%” and calculation also gives “+22.8%.” Assessment: Criterion requires 22.8 percent; response matches, so pass.