APEX-Agents · Management Consulting
Task_W135_Camille_Moingeon_6
APEX-Agents task Task_W135_Camille_Moingeon_6 in AI Agents for Consumer Growth Strategy. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
Using Lumea's product portfolio datasets (Q1 through Q4), calculate the weighted yearly profit margin (%) for the Body Care category and return only the following answers: 1. The difference, in percentage points, between Lumea's weighted annual profit margin and the midpoint of the industry 2024 profit margin range for the Body Care category, shown in Lumea's market beauty analysis. 2. The absolute dollar value that this gap represents, based on annual revenue. 3. The annual profit opportunity if Lumea were to close 30% of this margin gap. Print back the answers I requested. % and % points should be rounded to one decimal place, and $ to the nearest dollar.
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-5.5 | dual | 3/3 | Pass | Run detailsPublic trace |
| GPT-5.4 mini | dual | 2/3 | Fail | Run detailsPublic trace |
| Gemini 3.1 Pro | dual | 0/3 | Fail | Run detailsPublic trace |
| GPT-5.4 | dual | 0/3 | Fail | Run detailsPublic trace |
| GPT-5.4 nano | dual | 0/3 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States that the percentage-point difference between Lumea's weighted 2024 profit margin and the midpoint of the industry 2024 profit margin range for the Body Care category is -6.2 percentage points
States that the absolute dollar value the gap between Lumea's weighted 2024 profit margin and the midpoint of the industry 2024 profit margin range for the Body Care category represents is $2,025,001
States that Lumea's annual profit opportunity from closing 30% of the margin gap to the industry 2024 midpoint for the Body Care category is $607,500