APEX-Agents · Management Consulting
Task_W135_Camille_Moingeon_5
APEX-Agents task Task_W135_Camille_Moingeon_5 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 2025 financial report and the industry operating margin benchmarks in Lumea's beauty market analysis: 1. Identify the 75th percentile operating margin for DTC beauty brands (assuming the benchmark range represents a uniform distribution). 2. Calculate the percentage point difference between Lumea's 2030 operating margin target and the 75th percentile DTC benchmark 3. If Lumea were to operate at the 75th percentile DTC operating margin in 2030, calculate the implied operating profit and how that compares with Lumea's current 2030 target. Return all results to me as a reply right here. Express all $ values in millions to one decimal place, and round % to one 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 | 4/4 | Pass | Run detailsPublic trace |
| GPT-5.4 | dual | 4/4 | Pass | Run detailsPublic trace |
| GPT-5.4 mini | dual | 4/4 | Pass | Run detailsPublic trace |
| GPT-5.4 nano | dual | 4/4 | Pass | Run detailsPublic trace |
| GPT-5.5 | dual | 4/4 | Pass | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States that the 75th percentile operating margin for DTC beauty brands is 16.0%
States that the percentage point difference between Lumea's 2030 operating margin target and the 75th percentile DTC benchmark is 5.0%
States that the implied operating profit if Lumea operates at the 75th percentile DTC operating margin in 2030 is $298.6 million
States that the implied operating profit if Lumea operates at the 75th percentile DTC operating margin is $93.4 million lower than Lumea's current 2030 target