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APEX-Agents · Management Consulting

world133_ln_03

2/4Fail

APEX-Agents task world133_ln_03 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_15322a4e4ca744fb9bf7a9b8cace8a99
WorldManagement Consulting World 133
Expected outputmake_new_sheet
Published runs5 models · dual config

Task prompt

What the agent was asked to do

Determine CAGR for total points sold over the entire covered time period from the Profit and Loss Master Profitability Workbook. Apply that growth rate to average points per member from the Member Points Summary (Balance & Expiry) Sheet to project points per member (PPM) per year, 2 years out. Assume the average in this data set is the year end 2025 average. Return the state Average PPM and CAGR of points sold for the base year and each of the two years out in a New spreadsheet. Round to two decimals.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual2/4FailShare pagePublic trace
Gemini 3.1 Produal2/4FailShare pagePublic trace
GPT-5.4dual2/4FailShare pagePublic trace
GPT-5.4 minidual2/4FailShare pagePublic trace
GPT-5.4 nanodual2/4FailShare pagePublic trace

Grading rubric

Criteria and grader verdict (showcase run)

  1. States base year average PPM is 10,346.98

    Pass

    Evidence: TEXT_RESPONSE summary table lists `2025 | 10,346.98 | 3.01%`. Assessment: Criterion “States base year average PPM is 10,346.98” is satisfied exactly.

  2. States CAGR of total points sold over the entire time period is 3.01%

    Pass

    Evidence: TEXT_RESPONSE summary table lists CAGR as `3.01%` for 2025, 2026, and 2027, and the note says it applied that rate. Assessment: Criterion “States CAGR of total points sold over the entire time period is 3.01%” is satisfied.

  3. States average PPM for 2026 is 10,658.42

    Fail

    Evidence: TEXT_RESPONSE summary table lists `2026 | 10,657.98 | 3.01%`. Assessment: Criterion requires stating average PPM for 2026 is `10,658.42`; the response states a different value, so it fails.

  4. States average PPM for 2027 is 10,979.24

    Fail

    Evidence: TEXT_RESPONSE summary table lists `2027 | 10,978.32 | 3.01%`. Assessment: Criterion requires stating average PPM for 2027 is `10,979.24`; the response states a different value, so it fails.