APEX-Agents · Management Consulting

Task 4

3/3Pass

APEX-Agents task Task 4 in AI Agents for M&A Legal Due Diligence. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for M&A Legal Due DiligenceManagement Consulting World 129Dual harnessGrader: rubric

Task IDtask_0a4ad19b76cf4602914e6b8a4f263690

WorldManagement Consulting World 129

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

For 2024 Won/Upsold deals with NCV ≥ 50k, determine the policy-friction risk per deal as NCV × Discount × tier multiplier × tier PFI, where tier PFI is the benchmark mix-weighted sum of Software Customer User Satisfaction Survey Results. After you rank the regions by the total policy-friction risk, please give me the top 3 regions and their respective total policy friction risk (in $M, rounded to three decimal places) in any order. Refer to the following three files: 1) Deal Transactions sheet, 2) the Customer User Satisfaction Survey Results chart in the software pricing trends doc, and 3) the attached policy mix and multiplier charts. Give me your answers as a reply right here.

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-5.5showcase	dual	3/3	Pass	Share page Public trace
Gemini 3.1 Pro	dual	0/3	Fail	Share page Public trace
GPT-5.4	dual	3/3	Pass	Share page Public trace
GPT-5.4 mini	dual	3/3	Pass	Share page Public trace
GPT-5.4 nano	dual	1/3	Fail	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States that the total policy-friction risk for North America is $3.146M
Pass
Evidence: <TEXT_RESPONSE> table lists “North America | $3.146M”. Assessment: Criterion asks whether it states total policy-friction risk for North America is $3.146M; pass because the response states exactly that value.
States that the total policy-friction risk for the UK is $3.063M
Pass
Evidence: <TEXT_RESPONSE> table lists “UK | $3.063M”. Assessment: Criterion asks whether it states total policy-friction risk for the UK is $3.063M; pass because the response states exactly that value.
States that the total policy-friction risk for Europe is $3.011M
Pass
Evidence: <TEXT_RESPONSE> table lists “Europe | $3.011M”. Assessment: Criterion asks whether it states total policy-friction risk for Europe is $3.011M; pass because the response states exactly that value.