APEX-Agents · Management Consulting
World132_SF_Task03
APEX-Agents task World132_SF_Task03 in AI Agents for Financial Statement Analysis. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
What is the impact on the forecasted 2027 EBITDA in Brazil if we reallocate half of a 20% savings on ingredients towards increasing our marketing spend? We want to achieve a 10% bump in sales. If the result in Brazil is better than +4.583%, run the same scenario in Japan's forecast. Round all inputs, intermediate and final calculations to 4 decimal places. Return all your final outputs to me here as a message.
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 | 2/2 | Pass | Run detailsPublic trace |
| GPT-5.4 nano | dual | 2/2 | Pass | Run detailsPublic trace |
| GPT-5.5 | dual | 2/2 | Pass | Run detailsPublic trace |
| GPT-5.4 mini | dual | 1/2 | Fail | Run detailsPublic trace |
| GPT-5.4 | 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 that the forecast 2027 EBITDA in Brazil is -$5.7250M
States that the forecast 2027 EBITDA in Japan is -$4.5580M