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APEX-Agents · Investment Banking

World224-HS-10

0/3Fail

APEX-Agents task World224-HS-10 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 224Dual harnessGrader: rubric
Task IDtask_c2af27a3fa04496387b05d81bac29222
WorldInvestment Banking World 224
Expected outputedit_existing_sheet
Published runs4 models · dual config

Task prompt

What the agent was asked to do

Please create a new scenario within the LBO model to assess if the sponsor can still meet the 20% IRR target at the Year 5 exit, given higher Net Working Capital needs. 1. Increase accounts receivable as % of sale by 2 percentage points value in Year 1, then keep it constant in the remaining projection years 2. Increase prepaid expenses and other current assets as % of sale by 2 percentage points in Year 1, then keep it constant in the remaining projection years. Output: Add a new worksheet to the LBO model titled “NWC Scenario”. Add the Net Debt at Exit, Sponsor Equity Value at Exit, IRR %. All monetary results must be displayed in USD millions, rounded to two decimal places, and all percentages must also be rounded to two decimal points.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual0/3FailShare pagePublic trace
Gemini 3.1 Produal0/3FailShare pagePublic trace
GPT-5.4 minidual0/3FailShare pagePublic trace
GPT-5.4 nanodual3/3PassShare pagePublic trace

Grading rubric

Criteria and grader verdict (showcase run)

  1. States Net Debt at Exit is $647.15M

    Fail

    Evidence: <TEXT_RESPONSE> states “Net Debt at Exit | $333.56 million.” Assessment: Criterion requires it states Net Debt at Exit is $647.15M; fail because the stated value is $333.56M, not $647.15M.

  2. States Sponsor Equity Value at Exit is $28,382.93M

    Fail

    Evidence: <TEXT_RESPONSE> states “Sponsor Equity Value at Exit | $32,843.68 million.” Assessment: Criterion requires it states Sponsor Equity Value at Exit is $28,382.93M; fail because the stated value is $32,843.68M, not $28,382.93M.

  3. States IRR% is 20.28%

    Fail

    Evidence: <TEXT_RESPONSE> states “IRR | 23.84%.” Assessment: Criterion requires it states IRR% is 20.28%; fail because the stated IRR is 23.84%, not 20.28%.