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APEX-Agents · Investment Banking

World226_RM_09

0/2Fail

APEX-Agents task World226_RM_09 in AI Agents for Take-Private Analysis. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Take-Private AnalysisInvestment Banking World 226Dual harnessGrader: rubric
Task IDtask_9a4adb820f094eb08d0b7efa4822ab1f
WorldInvestment Banking World 226
Expected outputmessage_in_console
Published runs4 models · dual config

Task prompt

What the agent was asked to do

Using the LBO model, update the analysis to reflect a go-forward plan which emphasizes an increased investment on franchisee-owned stores. Output the implied Sponsor Equity Value and IRR for Year 5. Round percentages to 1 decimal point and round monetary values to the nearest whole million USD. Bear in mind: -Increase the "New stores opened" assumption for Franchisee-owned stores each quarter from 1QE 2026E through 4QE 2030E by 5.0% vs. the corresponding quarter in the base case -Adjust the "Same Store Sales" assumption for Franchisee-owned stores each quarter from 1QE 2026E through 4QE 2027E to 7.0%, and then from 1QE 2028E to 4QE 2030E, hold Same Store Sales assumption constant at 5.5% -Increase "Exit Multiple" assumption from 18.0x to 19.5x to account for the increased overall EBITDA margin of the business though franchise growth

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual0/2FailShare pagePublic trace
Gemini 3.1 Produal1/2FailShare pagePublic trace
GPT-5.4 minidual0/2FailShare pagePublic trace
GPT-5.4 nanodual1/2FailShare pagePublic trace

Grading rubric

Criteria and grader verdict (showcase run)

  1. States Year 5 Sponsor Equity Value is $21,112 million

    Fail

    Evidence: <TEXT_RESPONSE> states “Implied Sponsor Equity Value | $20,620mm.” Assessment: Criterion requires that it states Year 5 Sponsor Equity Value is $21,112 million; the response states $20,620mm instead, so this fails.

  2. States Year 5 IRR is 19.2%

    Fail

    Evidence: <TEXT_RESPONSE> states “IRR | 18.6%.” Assessment: Criterion requires that it states Year 5 IRR is 19.2%; the response states 18.6% instead, so this fails.