APEX-Agents · Management Consulting
World 133 EL Task 03
APEX-Agents task World 133 EL Task 03 in AI Agents for Financial Statement Analysis. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
Estimate the contribution (in $M) that Summit's loyalty program members will make to its 2025E Program EBITDA in $ millions. Assume that Summit's loyalty program members will contribute, as a % of 2025E Program EBITDA, an amount equal to the member-weighted average % of stays by members in the most recent financial year across Hilton, Hyatt, and Marriott. Use our profitability workbook, the 10Ks for Hilton and Hyatt, and Marriot's annual report for 2024. - If data is unavailable for any of the three competitors listed, discard that competitor in your member-weighted average % of stays by members calculation. - If a range is stated instead of an exact numerical member count (e.g. we have 'over 10 million members') use the headline value ('10 million'). Write your answers out here. Report all numerical values to 1 decimal place.
Published trajectories
Agent runs on this task
Curated dual-harness runs (parsed + original sandbox). Best scored run per model.
| Model | Harness | Score | Result | Links |
|---|---|---|---|---|
| Gemini 3.1 Pro | dual | 1/1 | Pass | Run detailsPublic trace |
| GPT-5.4 | dual | 1/1 | Pass | Run detailsPublic trace |
| GPT-5.4 mini | dual | 1/1 | Pass | Run detailsPublic trace |
| GPT-5.4 nano | dual | 1/1 | Pass | Run detailsPublic trace |
| GPT-5.5 | dual | 1/1 | Pass | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States that the estimated contribution made to 2025E Program EBITDA by Summit's loyalty members is $170.7M