Raycaster/ Eval

APEX-Agents · Management Consulting

W134 Nancy Task 11

Best published4/4Pass

APEX-Agents task W134 Nancy Task 11 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_2fad87f261ae44d487187d8b737e11c5
Management Consulting World 134
message_in_console
5 models · dual config

Task prompt

What the agent was asked to do

Based on the attached table, with the asking price for each company, which competitors would have a higher 2024 ARR multiple than CompliSure even if their SMB customer count declined by 75%? State the updated 2024 revenue ARR multiple for each of those companies. Use the KPI dashboard, expanded financial dataset, and competitors client share files along with the attached files for this analysis. You can write your response back to me in here.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
Gemini 3.1 Produal4/4Pass
GPT-5.4dual4/4Pass
GPT-5.4 minidual4/4Pass
GPT-5.4 nanodual4/4Pass
GPT-5.5dual4/4Pass

Grading rubric

Rubric criteria

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

  1. States that if their customer count declined by 75%, Velocity, UpSkill, and TrainIQ would have higher ARR multiple than CompliSure

  2. States that if Velocity's SMB customer count declined by 75%, their ARR multiple is 7.43

  3. States that if UpSkill's SMB customer count declined by 75%, their ARR multiple is 9.48

  4. States that if TrainIQ's SMB customer count declined by 75%, their ARR multiple is 8.51