APEX-Agents · Investment Banking
World226_RM_09
APEX-Agents task World226_RM_09 in AI Agents for Take-Private Analysis. Compare dual-harness agent runs across models, scores, and public traces.
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.
| Model | Harness | Score | Result | Links |
|---|---|---|---|---|
| Gemini 3.1 Pro | dual | 1/2 | Fail | Run detailsPublic trace |
| GPT-5.4 nano | dual | 1/2 | Fail | Run detailsPublic trace |
| GPT-5.4 mini | dual | 0/2 | Fail | Run detailsPublic trace |
| GPT-5.5 | dual | 0/2 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States Year 5 Sponsor Equity Value is $21,112 million
States Year 5 IRR is 19.2%