APEX-Agents · Investment Banking
World246_AS_01
APEX-Agents task World246_AS_01 in AI Agents for Real Estate Lease Review. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
Please audit the financials of the smallest company in our Refined Comps table by market cap using only the IS, CFS, and BS from sec filings and data tools available to you. Report Adjusted EBITDA and EV in thousands of dollars. Report EV/EBITDA to two decimal points. Calculate the following, and report it back to me with a message here: - Adjusted TTM EBITDA including SBC addback - Adjusted TTM EBITDA excluding SBC addback - EV as of 12/17/25 (use basic weighted-average shares from the latest 10-Q and include all lease liabilities) - EV / adjusted TTM EBITDA (incl SBC) - EV / adjusted TTM EBITDA (excl SBC) Note: Adjusted EBITDA defined as operating income and cash-flow non-cash addbacks, excluding non-cash operating lease cost.
Published trajectories
Agent runs on this task
Curated dual-harness runs (parsed + original sandbox). Best scored run per model.
| Model | Harness | Score | Result | Links |
|---|---|---|---|---|
| GPT-5.5 | dual | 5/5 | Pass | Run detailsPublic trace |
| Gemini 3.1 Pro | dual | 1/5 | Fail | Run detailsPublic trace |
| GPT-5.4 mini | dual | 1/5 | Fail | Run detailsPublic trace |
| GPT-5.4 nano | dual | 1/5 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States adjusted TTM EBITDA (incl SBC) is $386,471,000
States adjusted TTM EBITDA (excl SBC) is $375,424,000
States EV is $3,977,156,000
States EV / adjusted TTM EBITDA (incl SBC) is 10.29x
States EV / adjusted TTM EBITDA (excl SBC) is 10.59x