Raycaster/ Eval

APEX-Agents · Management Consulting

W134 Nancy Task 09

Best published1/2Fail

APEX-Agents task W134 Nancy Task 09 in AI Agents for M&A Legal Due Diligence. Compare dual-harness agent runs across models, scores, and public traces.

AI Agents for M&A Legal Due DiligenceManagement Consulting World 134Dual harnessGrader: rubric
task_56967ae9f77e42eeb5a0a5a272b34fe5
Management Consulting World 134
message_in_console
5 models · dual config

Task prompt

What the agent was asked to do

If competitors continue growing by their 2021-2024 revenue CAGR, while their operating margin % stays flat from 2025, which players will have better operating income than CompliSure by 2030? How much will they be better? Use the financial dataset for 2016 to '25, along with our 5 year forecast. Round to the nearest thousand. Reply to me with your answer here.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
Gemini 3.1 Produal1/2Fail
GPT-5.4 minidual1/2Fail
GPT-5.5dual1/2Fail
GPT-5.4dual0/2Fail
GPT-5.4 nanodual0/2Fail

Grading rubric

Rubric criteria

Runs are graded against these criteria. Open a run for model-specific verdicts.

  1. States that Syncore will have better operating income than Complisure by 2030

  2. States that Syncore's expected 2030 operating income is $17,720,000 higher than Complisure's