APEX-Agents · Management Consulting

World112-1_Task02_NA

2/2Pass

APEX-Agents task World112-1_Task02_NA in AI Agents for Hospitality Loyalty Strategy. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Hospitality Loyalty StrategyManagement Consulting World 112.1Dual harnessGrader: rubric

Task IDtask_d1185507e9d24d74aaff30450c2698ed

WorldManagement Consulting World 112.1

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Calculate the difference in dollars between Impact's actual 2024 US COGS and the hypothetical US COGS if they reached the straight average of COGS as a percentage of revenue given in Exhibit 2 of the BCG report. - Use absolute values for all calculations. - P&L values are in thousands of dollars ($K). - Round all percentages to the nearest whole percent before calculations. - Round all dollar values in the calculations to the nearest $0.01. - Round dollar to the nearest integer in your output. State whether the Site Ops savings target in the check-in deck is a "realistic target." That means it must be less than or equal to 1.15 times the value determined above. Please give me your answers 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	2/2	Pass	Share page Public trace
Gemini 3.1 Pro	dual	2/2	Pass	Share page Public trace
GPT-5.4	dual	1/2	Fail	Share page Public trace
GPT-5.4 mini	dual	2/2	Pass	Share page Public trace
GPT-5.4 nano	dual	2/2	Pass	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States the difference between Impact's 2024 COGS and their 2024 COGS if they were to reach the industry average of COGS as a share of revenue is $252,251,040
Pass
Evidence: TEXT_RESPONSE states “Difference: $2,582,994,000 − $2,330,742,960 = $252,251,040” and “Answer: $252,251,040.” Assessment: The criterion requires stating the difference is $252,251,040; pass because the response explicitly gives that value.
States that the site ops savings target is a realistic target
Pass
Evidence: TEXT_RESPONSE states “The Site Ops savings target is a realistic target because $225,000,000 is less than $290,088,696.” Assessment: The criterion requires stating that the site ops savings target is realistic; pass because the response explicitly says it is a realistic target.