APEX-Agents · Management Consulting
World 134 Nancy Task 04
APEX-Agents task World 134 Nancy Task 04 in AI Agents for M&A Legal Due Diligence. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.
Task prompt
What the agent was asked to do
We anticipate the following developments in 2026: 1) Market growth is forecast to stall to 0% over 2025 market size (per our latest 5 year forecast, which also includes all required CompliSure financials) 2) The market participant with the smallest operating margin is expected to exit the market 3) Remaining players are expected to split the exited market share proportionally (based on their respective 2025B market share) State each remaining competitor's forecasted revenue and operating income in 2026, assuming these developments are reflected. Then, identify all players with both higher expected operating income ($) and a higher operating margin (%) than CompliSure. Assume operating income % in 2026 is expected to remain at the same rate as 2025B. Round answers to the nearest thousand. Use the 2016-2025 financials to get the financial data for CompliSure and competitors. Reply straight back 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 | 1/7 | Fail | Share pagePublic trace |
| Gemini 3.1 Pro | dual | 1/7 | Fail | Share pagePublic trace |
| GPT-5.4 | dual | 7/7 | Pass | Share pagePublic trace |
| GPT-5.4 mini | dual | 7/7 | Pass | Share pagePublic trace |
| GPT-5.4 nano | dual | 1/7 | Fail | Share pagePublic trace |
Grading rubric
Criteria and grader verdict (showcase run)
States Syncore 2026 revenue is $197,703,000
FailEvidence: TEXT_RESPONSE table states Syncore 2026 revenue as "193,099" ($000), i.e. $193,099,000. Assessment: Criterion requires stating Syncore 2026 revenue is $197,703,000; the response gives a different value, so fail.
States Velocity 2026 revenue is $103,888,000
FailEvidence: TEXT_RESPONSE table states Velocity 2026 revenue as "101,469" ($000), i.e. $101,469,000. Assessment: Criterion requires $103,888,000; the stated value does not match, so fail.
States UpSkill 2026 revenue is $72,239,000
FailEvidence: TEXT_RESPONSE table states UpSkill 2026 revenue as "70,557" ($000), i.e. $70,557,000. Assessment: Criterion requires $72,239,000; the stated value is incorrect, so fail.
States Syncore 2026 operating income is $15,619,000
FailEvidence: TEXT_RESPONSE table states Syncore 2026 operating income as "15,255" ($000), i.e. $15,255,000. Assessment: Criterion requires $15,619,000; the response does not state the required value, so fail.
States Velocity operating income is $3,428,000
FailEvidence: TEXT_RESPONSE table states Velocity 2026 operating income as "3,348" ($000), i.e. $3,348,000. Assessment: Criterion requires $3,428,000; the stated value differs, so fail.
States Upskill operating income is $795,000
FailEvidence: TEXT_RESPONSE table states UpSkill 2026 operating income as "776" ($000), i.e. $776,000. Assessment: Criterion requires $795,000; the response gives a different value, so fail.
States that no player is expected to have both higher operating income and operating margin than CompliSure
PassEvidence: TEXT_RESPONSE says, "Players with both higher expected operating income and higher operating margin than CompliSure: none." Assessment: Criterion requires stating that no player is expected to have both higher operating income and operating margin than CompliSure; this is clearly stated, so pass.