APEX-Agents · Management Consulting

World132_SF_Task05

0/9Fail

APEX-Agents task World132_SF_Task05 in AI Agents for Cross-Border Regulatory Review. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Cross-Border Regulatory ReviewManagement Consulting World 132Dual harnessGrader: rubric

Task IDtask_40e74d7e89d54b9ca07a5c778865c090

WorldManagement Consulting World 132

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Comparing the revised projections for 2026-2030, what is the change in Japanese and Global 2026 results for Gross Profit and EBITDA in both dollar and percentage terms? If the 2026 Marketing costs in the Japanese market had instead improved to $2.33M, what will the 2026 Japanese market COGS need to be in order for to limit the global percentage change in EBITDA to -5%? Round intermediate and final calculations to 4 decimal places. Return all outputs as a message to me 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	0/9	Fail	Share page Public trace
Gemini 3.1 Pro	dual	1/9	Fail	Share page Public trace
GPT-5.4	dual	0/9	Fail	Share page Public trace
GPT-5.4 mini	dual	0/9	Fail	Share page Public trace
GPT-5.4 nano	dual	0/9	Fail	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States that the 2026 dollar change in Japanese Gross Profit is -$0.5000M
Fail
Evidence: <TEXT_RESPONSE> table states Japan Gross Profit $ Change is "-37.0800". Assessment: Criterion requires stating 2026 dollar change in Japanese Gross Profit is -$0.5000M; response gives a different value, so fail.
States that the 2026 dollar change in Global Gross Profit is -$0.5000M
Fail
Evidence: <TEXT_RESPONSE> table states Global Gross Profit $ Change is "-82.3600". Assessment: Criterion requires stating 2026 dollar change in Global Gross Profit is -$0.5000M; response gives a different value, so fail.
States that the 2026 percentage change in Japanese Gross Profit is -25.0000%
Fail
Evidence: <TEXT_RESPONSE> table states Japan Gross Profit % Change is "-105.7013%". Assessment: Criterion requires -25.0000%; response gives a different percentage, so fail.
States that the 2026 percentage change in Global Gross Profit is -0.2784%
Fail
Evidence: <TEXT_RESPONSE> table states Global Gross Profit % Change is "-31.4399%". Assessment: Criterion requires -0.2784%; response gives a different percentage, so fail.
States that the 2026 dollar change in Japanese EBITDA is -$0.2000M
Fail
Evidence: <TEXT_RESPONSE> table states Japan EBITDA $ Change is "-22.2800". Assessment: Criterion requires stating 2026 dollar change in Japanese EBITDA is -$0.2000M; response gives a different value, so fail.
States that the 2026 dollar change in Global EBITDA is -$0.2000M
Fail
Evidence: <TEXT_RESPONSE> table states Global EBITDA $ Change is "-102.4800". Assessment: Criterion requires stating 2026 dollar change in Global EBITDA is -$0.2000M; response gives a different value, so fail.
States that the 2026 percentage change in Japanese EBITDA is -2.2222%
Fail
Evidence: <TEXT_RESPONSE> table states Japan EBITDA % Change is "-167.7711%". Assessment: Criterion requires -2.2222%; response gives a different percentage, so fail.
States that the 2026 percentage change in Global EBITDA is -5.8824%
Fail
Evidence: <TEXT_RESPONSE> table states Global EBITDA % Change is "-103.4316%". Assessment: Criterion requires -5.8824%; response gives a different percentage, so fail.
States that the revised 2026 Japanese market COGS to limit the Global EBITDA change to -5% is $5.8400M
Fail
Evidence: <TEXT_RESPONSE> Answer states "the 2026 Japanese market COGS line would need to be +$91.8560M." Assessment: Criterion requires $5.8400M; response gives a different value, so fail.