APEX-Agents · Management Consulting
Task_W135_Camille_Moingeon_2
APEX-Agents task Task_W135_Camille_Moingeon_2 in AI Agents for Cross-Border Regulatory Review. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.
Task prompt
What the agent was asked to do
Can you take a look at Lumea's 2025 financial report and the global beauty market analysis and help me double check their margin target? Specifically: a) If Lumea were to reach the midpoint of the premium-player operating margin range (instead of their 2030 target), what would their operating profit be in 2030? b) What's the delta with Lumea's 2030 operating profit target? c) How big is that delta as a % of Lumea's 2030 revenue target? Provide all your answers directly to me here as a message. Round the dollars to the nearest million and % to one decimal.
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-5.5showcase | dual | 3/3 | Pass | Share pagePublic trace |
| Gemini 3.1 Pro | dual | 3/3 | Pass | Share pagePublic trace |
| GPT-5.4 | dual | 0/3 | Fail | Share pagePublic trace |
| GPT-5.4 mini | dual | 3/3 | Pass | Share pagePublic trace |
| GPT-5.4 nano | dual | 3/3 | Pass | Share pagePublic trace |
Grading rubric
Criteria and grader verdict (showcase run)
States that the implied operating profit in 2030 if Lumea were to perform at the midpoint of the industry operating margin range for premium players is $373M
PassEvidence: TEXT_RESPONSE says “Operating profit at the premium-player midpoint margin: $373M” and shows “$1,866M × 20.0% = $373M.” Assessment: Criterion requires stating implied 2030 operating profit at midpoint premium-player margin is $373M; pass.
States that the absolute dollar delta between the implied operating profit and Lumea's actual 2030 operating profit target is $19M
PassEvidence: TEXT_RESPONSE says “Delta vs. Lumea’s 2030 operating profit target: $19M below target” and “$392M target − $373M midpoint case = $19M.” Assessment: Criterion requires stating the absolute dollar delta is $19M; pass.
States the delta between the implied and target operating profit as a percentage of Lumea's 2030 revenue is 1.0%
PassEvidence: TEXT_RESPONSE says “Delta as % of Lumea’s 2030 revenue target: 1.0%” and “$19M ÷ $1,866M = 1.0%.” Assessment: Criterion requires stating the delta as a percentage of 2030 revenue is 1.0%; pass.