APEX-Agents · Investment Banking
World244_SK_Task08
APEX-Agents task World244_SK_Task08 in AI Agents for M&A Legal Due Diligence. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
Calculate the 2028P equity value implied by the LBO output, assuming an exit multiple of 32.0x. Present your result to me as a message in here, rounded to the nearest $ million. Use the following conditions: - Set maximum leverage on the Term Loan A, measured against 2023A EBITDA, at 10.0x, with any remaining funding requirement to be satisfied through an increased equity contribution. - For revenue growth, calculate the average 2024 year‑over‑year revenue growth rate of the following three companies—Duolingo, Inc. (NASDAQ: DUOL), Coursera, Inc. (NYSE: COUR), and Grand Canyon Education, Inc (NASDAQ: LOPE). Apply this single average 2024 growth rate to the company’s revenue in 2024, and assume this constant revenue growth rate from 2025P - 2028P. - All other assumptions remain unchanged.
Published trajectories
Agent runs on this task
Curated dual-harness runs (parsed + original sandbox). Best scored run per model.
| Model | Harness | Score | Result | Links |
|---|---|---|---|---|
| Gemini 3.1 Pro | dual | 0/1 | Fail | Run detailsPublic trace |
| GPT-5.4 mini | dual | 0/1 | Fail | Run detailsPublic trace |
| GPT-5.4 nano | dual | 0/1 | Fail | Run detailsPublic trace |
| GPT-5.5 | dual | 0/1 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States that the 2028P equity value implied by the LBO output, assuming an exit multiple of 32.0x, is $15,567 million