APEX-Agents · Management Consulting

SP Task 02 World 129

1/2Fail

APEX-Agents task SP Task 02 World 129 in AI Agents for SaaS Due Diligence. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for SaaS Due DiligenceManagement Consulting World 129Dual harnessGrader: rubric

Task IDtask_4372ee27c60f4589884be8cc9d6d8bd8

WorldManagement Consulting World 129

Expected outputmessage_in_console

Published runs6 models · dual config

Task prompt

What the agent was asked to do

Use the baseline seat utilization data against the attached 2025 strategic targets for the following two metrics. 1) What is the Seat Purchased Surplus (Actual Seats minus Target Seats) for the Medium utilization band in the Enterprise tier? 2) What is the difference in percentage points between the Target High (>80%) share for the Business tier and the Actual share? Please provide both answers as a reply here, rounded to the nearest whole number.

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	1/2	Fail	Share page Public trace
Gemini 3 Flash	dual	1/2	Fail	Share page Public trace
Gemini 3.1 Pro	dual	2/2	Pass	Share page Public trace
GPT-5.4	dual	1/2	Fail	Share page Public trace
GPT-5.4 mini	dual	2/2	Pass	Share page Public trace
GPT-5.4 nano	dual	1/2	Fail	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States that the Seat Purchased Surplus for the Medium utilization band in the Enterprise tier, comparing baseline utilization to 2025 targets, is 47,487
Fail
Evidence: <TEXT_RESPONSE> says, “Seat Purchased Surplus — Enterprise / Medium: 16,287 seats.” Assessment: The criterion requires stating the surplus is 47,487; the response gives 16,287, so this fails.
States that the difference between the 2025 Target High (>80%) share for the Business tier and the baseline Actual share is 23 percentage points
Pass
Evidence: <TEXT_RESPONSE> says, “Target High share vs. Actual share — Business: 23 percentage points.” Assessment: The criterion requires stating the difference is 23 percentage points; the response clearly does so, so this passes.