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APEX-Agents · Management Consulting

World 133 - NK Task #1

1/4Fail

APEX-Agents task World 133 - NK Task #1 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 133Dual harnessGrader: rubric
Task IDtask_effa0ae896284b07984dd5cc7151e10f
WorldManagement Consulting World 133
Expected outputmessage_in_console
Published runs5 models · dual config

Task prompt

What the agent was asked to do

What are the projected 2026 aggregate free night bookings for Marriott, Hilton, and Hyatt in New York, London, and Tokyo combined? Assume all of Summit's 2026P free night certificate redemptions from the PNL (in thousands) are projected to be exclusively in either New York, London, or Tokyo. What would Summit's expected free night relative market share be in each market? Provide values to one decimal place. Express RMS as a percentage. Print your reply here.

Published trajectories

Agent runs on this task

Curated dual-harness runs (parsed + original sandbox). Best scored run per model.

ModelHarnessScoreResultLinks
GPT-5.5showcasedual1/4FailShare pagePublic trace
Gemini 3.1 Produal0/4FailShare pagePublic trace
GPT-5.4dual1/4FailShare pagePublic trace
GPT-5.4 minidual1/4FailShare pagePublic trace
GPT-5.4 nanodual1/4FailShare pagePublic trace

Grading rubric

Criteria and grader verdict (showcase run)

  1. States the combined 2026 free nights in NYC, London, and Tokyo for Marriott, Hilton, and Hyatt is 203,000.0

    Pass

    Evidence: <TEXT_RESPONSE> states, “Combined Marriott + Hilton + Hyatt projected 2026 bookings across New York, London, and Tokyo: 203.0k.” Assessment: The criterion requires stating the combined 2026 free nights is 203,000.0. 203.0k is equivalent to 203,000.0, so this passes.

  2. States Summit's 2026 RMS in New York is 37.5%

    Fail

    Evidence: <TEXT_RESPONSE> table lists New York “Summit RMS” as “18.8%.” Assessment: The criterion requires Summit's 2026 RMS in New York is 37.5%; the response gives a different value, so this fails.

  3. States Summit's 2026 RMS in London is 33.3%

    Fail

    Evidence: <TEXT_RESPONSE> table lists London “Summit RMS” as “20.0%.” Assessment: The criterion requires Summit's 2026 RMS in London is 33.3%; the response gives a different value, so this fails.

  4. States Summit's 2026 RMS in Tokyo is 46.9%

    Fail

    Evidence: <TEXT_RESPONSE> table lists Tokyo “Summit RMS” as “31.3%.” Assessment: The criterion requires Summit's 2026 RMS in Tokyo is 46.9%; the response gives a different value, so this fails.