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APEX-Agents · Management Consulting

Task_128_PJ_04

1/1Pass

APEX-Agents task Task_128_PJ_04 in AI Agents for Cross-Border Regulatory Review. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Cross-Border Regulatory ReviewManagement Consulting World 128Dual harnessGrader: rubric
task_f14e5c8e67ba4b018f537c990ea96d71
Management Consulting World 128
message_in_console
5 models · dual config

Task prompt

What the agent was asked to do

The client wants to do market sizing for an autonomous ride-hailing service in Europe. Estimate the market size (in $ Mn) based on the lifetime value (LTV) and adoption rate (%) of users. - Use information available in the user survey, as well as additional information received from the agency. - Assume the total population of Europe is 700 million and the survey is a representative sample set of the entire population. - Take full LTV for market size estimation. Assume adoption % is only a function of the user's likelihood of using an autonomous ride-hail service. Present your findings to me as a message. Round the final numbers to the nearest integer.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual1/1Pass
Gemini 3.1 Produal1/1Pass
GPT-5.4dual1/1Pass
GPT-5.4 minidual1/1Pass
GPT-5.4 nanodual1/1Pass

Grading rubric

Criteria and grader verdict (showcase run)

  1. States the estimated market size for autonomous ride hailing service in Europe is $410337 Mn

    Pass

    Evidence: <TEXT_RESPONSE> states under Result: “**Estimated market size: $410,337 Mn**” and “Equivalent to approximately **$410 B**.” Assessment: The criterion requires that the response state the estimated market size for autonomous ride hailing service in Europe is $410337 Mn; this is clearly stated (comma formatting preserves the same value). Pass.