APEX-Agents · Management Consulting

World 135_CD_01

1/3Fail

APEX-Agents task World 135_CD_01 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_e8b80949477a401cafb325db4956e5cb

WorldManagement Consulting World 135

Expected outputmessage_in_console

Published runs5 models · dual config

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
GPT-5.5showcase	dual	1/3	Fail	Share page Public trace
Gemini 3.1 Pro	dual	3/3	Pass	Share page Public trace
GPT-5.4	dual	2/3	Fail	Share page Public trace
GPT-5.4 mini	dual	1/3	Fail	Share page Public trace
GPT-5.4 nano	dual	1/3	Fail	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States that the product with the highest conversion rate is AuraShield Mineral SPF
Pass
Evidence: <TEXT_RESPONSE> states “Highest DTC conversion product: AuraShield Mineral SPF.” Assessment: Criterion requires stating the product with highest conversion rate is AuraShield Mineral SPF; pass.
States that the conversion rate of the highest conversion product is 12.66%
Fail
Evidence: <TEXT_RESPONSE> states “Conversion rate: 15.84%” and “63,532 / 401,147 = 15.84%.” Assessment: Criterion requires stating the conversion rate is 12.66%; fail because the response gives 15.84%, not 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
Fail
Evidence: <TEXT_RESPONSE> states “Required AuraShield Mineral SPF units: 397,798 total units” and “Incremental ... units needed: 334,266 additional units.” Assessment: Criterion requires stating Lumea needs to sell 416,429 units; fail because neither total nor incremental figure matches 416,429.