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APEX-Agents · Management Consulting

World 135_KS_Task 1

3/8Fail

APEX-Agents task World 135_KS_Task 1 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_228a3fbc80844fc595cbaa725eca215b
Management Consulting World 135
message_in_console
5 models · dual config

Task prompt

What the agent was asked to do

Using the State of Fashion Beauty report for June 2025: 1. Identify whether consumers are more likely to save or splurge on facial serum and brow product. 2. State the net intent percentages of consumers who are likely to save or splurge for each of those two products, rounded to the nearest full percentage. 3. Calculate the average net consumer intent percentage for each of the three main categories, including only products with a positive net consumer intent percentage. Round to one decimal point. Report which category customers are least likely to splurge on. Just write your response straight here for me.

Published trajectories

Agent runs on this task

Curated dual-harness runs (parsed + original sandbox). Best scored run per model.

ModelHarnessScoreResultLinks
GPT-5.5showcasedual3/8Fail
Gemini 3.1 Produal3/8Fail
GPT-5.4dual8/8Pass
GPT-5.4 minidual3/8Fail
GPT-5.4 nanodual3/8Fail

Grading rubric

Criteria and grader verdict (showcase run)

  1. States that the net consumer intent to splurge on facial serum is 33%

    Pass

    Evidence: TEXT_RESPONSE table states “Facial serum | Splurge | +33%.” Assessment: Criterion asks whether it states net consumer intent to splurge on facial serum is 33%; pass.

  2. States that the net consumer intent to splurge on brow product is -4%

    Fail

    Evidence: TEXT_RESPONSE table states “Brow product | Save | -3%.” Assessment: Criterion requires stating brow product net intent is -4%; response gives -3%, so fail.

  3. States that consumers are more likely to splurge than save on facial serum

    Pass

    Evidence: TEXT_RESPONSE table states “Facial serum | Splurge | +33%.” Assessment: Criterion asks whether response states consumers are more likely to splurge than save on facial serum; pass.

  4. States that consumers are more likely to save than splurge on brow product

    Pass

    Evidence: TEXT_RESPONSE table states “Brow product | Save | -3%.” Assessment: Criterion asks whether response states consumers are more likely to save than splurge on brow product; pass.

  5. States that the average net consumer intent percentage among products with a positive net intent to splurge for colour cosmetics is 20.3%

    Fail

    Evidence: TEXT_RESPONSE category table states “Colour cosmetics | 21.3%.” Assessment: Criterion requires colour cosmetics average positive net intent of 20.3%; response gives 21.3%, so fail.

  6. States that the average net consumer intent percentage among products with a positive net intent to splurge for haircare is 20.6%

    Fail

    Evidence: TEXT_RESPONSE category table states “Haircare | 20.8%.” Assessment: Criterion requires haircare average positive net intent of 20.6%; response gives 20.8%, so fail.

  7. States that the average net consumer intent percentage among products with a positive net intent to splurge for skincare is 20.5%

    Fail

    Evidence: TEXT_RESPONSE category table states “Skincare | 20.7%.” Assessment: Criterion requires skincare average positive net intent of 20.5%; response gives 20.7%, so fail.

  8. States that consumers are least likely to splurge on colour cosmetics

    Fail

    Evidence: TEXT_RESPONSE states “Customers are least likely to splurge on Skincare, at 20.7%.” Assessment: Criterion requires stating consumers are least likely to splurge on colour cosmetics; response says skincare, so fail.