APEX-Agents · Management Consulting

Task_W135_Camille_Moingeon_5

4/4Pass

APEX-Agents task Task_W135_Camille_Moingeon_5 in AI Agents for Consumer Growth Strategy. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Consumer Growth StrategyManagement Consulting World 135Dual harnessGrader: rubric

Task IDtask_d6877e04140d411b901b04342ca94feb

WorldManagement Consulting World 135

Expected outputmessage_in_console

Published runs5 models · dual config

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
GPT-5.5showcase	dual	4/4	Pass	Share page Public trace
Gemini 3.1 Pro	dual	4/4	Pass	Share page Public trace
GPT-5.4	dual	4/4	Pass	Share page Public trace
GPT-5.4 mini	dual	4/4	Pass	Share page Public trace
GPT-5.4 nano	dual	4/4	Pass	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States that the 75th percentile operating margin for DTC beauty brands is 16.0%
Pass
Evidence: TEXT_RESPONSE table says “75th percentile DTC operating margin | 16.0%” and calculation “10.0% + 0.75 × (18.0% − 10.0%) = 16.0%.” Assessment: Criterion asks whether it states the 75th percentile operating margin is 16.0%; pass.
States that the percentage point difference between Lumea's 2030 operating margin target and the 75th percentile DTC benchmark is 5.0%
Pass
Evidence: TEXT_RESPONSE table says “Difference vs. 75th percentile DTC benchmark | 5.0 percentage points above benchmark.” Assessment: Criterion asks whether it states the percentage point difference is 5.0%; pass (expressed as 5.0 percentage points).
States that the implied operating profit if Lumea operates at the 75th percentile DTC operating margin in 2030 is $298.6 million
Pass
Evidence: TEXT_RESPONSE table says “Implied 2030 operating profit at 16.0% margin | $298.6 million” and calculation “$1,866.0M × 16.0% = $298.6M.” Assessment: Criterion asks whether it states implied operating profit is $298.6 million; pass.
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
Pass
Evidence: TEXT_RESPONSE table says “Difference vs. current target | $93.4 million lower.” Assessment: Criterion asks whether it states implied operating profit is $93.4 million lower than current 2030 target; pass.