Raycaster / evalsBack to AI Agents for Tax Due Diligence

APEX-Agents · Investment Banking

World 225_JE_01

2/2Pass

APEX-Agents task World 225_JE_01 in AI Agents for Tax Due Diligence. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Tax Due DiligenceInvestment Banking World 225Dual harnessGrader: rubric
task_915931c8aa7840ef9359ce9a50583e3d
Investment Banking World 225
message_in_console
4 models · dual config

Task prompt

What the agent was asked to do

Forecast operational expenses are impacted by a rising inflation of 2% in the REIT model. The increase is able to be passed on only for Services revenues. Assume the proportion of operating expenses deriving from Service revenue is equal to its proportion of total revenue in 2024. Calculate the inflation-adjusted enterprise value and target share price in 2025 for Golden Everest based on REIT industry capitalization rate of 5.5%. Print the answer here. Present monetary values in $ million rounded to nearest whole number, and share prices in $ to 2 decimal places.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual2/2Pass
Gemini 3.1 Produal2/2Pass
GPT-5.4 minidual2/2Pass
GPT-5.4 nanodual2/2Pass

Grading rubric

Criteria and grader verdict (showcase run)

  1. States the enterprise value is $44,544 million

    Pass

    Evidence: TEXT_RESPONSE table states “Inflation-adjusted enterprise value at 5.5% cap rate | $44,544 million.” Assessment: The criterion asks whether it states the enterprise value is $44,544 million; pass because the response states exactly that value.

  2. States the target share price is $139.68

    Pass

    Evidence: TEXT_RESPONSE table states “Target share price | $139.68.” Assessment: The criterion asks whether it states the target share price is $139.68; pass because the response states exactly that value.