APEX-Agents · Management Consulting
World 135_CD_01
APEX-Agents task World 135_CD_01 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
Which product has the highest DTC conversion rate, defined as units sold divided by views on website across all quarters? What was its conversion rate, rounded to two decimal places? Assuming no change in website views, how many units of this product would Lumea need to sell in order to reach an average conversion rate across all products of 8.5%? Use the Q1-Q4 DTC performance files for the analysis. Return your final outputs as a message right in here.
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 | 3/3 | Pass | Run detailsPublic trace |
| GPT-5.4 | dual | 2/3 | Fail | Run detailsPublic trace |
| GPT-5.4 mini | dual | 1/3 | Fail | Run detailsPublic trace |
| GPT-5.4 nano | dual | 1/3 | Fail | Run detailsPublic trace |
| GPT-5.5 | dual | 1/3 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States that the product with the highest conversion rate is AuraShield Mineral SPF
States that the conversion rate of the highest conversion product is 12.66%
States the amount of highest conversion product Lumea needs to sell to reach an average conversion rate of 8.5% is 416,429 units