APEX-Agents · Management Consulting
W134 Nancy Task 11
APEX-Agents task W134 Nancy Task 11 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
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.
| Model | Harness | Score | Result | Links |
|---|---|---|---|---|
| GPT-5.5showcase | dual | 4/4 | Pass | Share pagePublic trace |
| Gemini 3.1 Pro | dual | 4/4 | Pass | Share pagePublic trace |
| GPT-5.4 | dual | 4/4 | Pass | Share pagePublic trace |
| GPT-5.4 mini | dual | 4/4 | Pass | Share pagePublic trace |
| GPT-5.4 nano | dual | 4/4 | Pass | Share pagePublic trace |
Grading rubric
Criteria and grader verdict (showcase run)
States that if their customer count declined by 75%, Velocity, UpSkill, and TrainIQ would have higher ARR multiple than CompliSure
PassEvidence: The response table lists Velocity, UpSkill, and TrainIQ with “Higher than CompliSure? | Yes,” and states “Syncore would not be higher… below CompliSure’s 5.00x.” Assessment: Criterion asks whether it states Velocity, UpSkill, and TrainIQ would have higher ARR multiples after a 75% customer count decline; pass.
States that if Velocity's SMB customer count declined by 75%, their ARR multiple is 7.43
PassEvidence: The response table shows “Velocity … Updated 2024 ARR Multiple | 7.43x.” Assessment: Criterion asks whether it states Velocity’s ARR multiple is 7.43 under the 75% SMB customer decline scenario; pass.
States that if UpSkill's SMB customer count declined by 75%, their ARR multiple is 9.48
PassEvidence: The response table shows “UpSkill … Updated 2024 ARR Multiple | 9.48x.” Assessment: Criterion asks whether it states UpSkill’s ARR multiple is 9.48 under the 75% SMB customer decline scenario; pass.
States that if TrainIQ's SMB customer count declined by 75%, their ARR multiple is 8.51
PassEvidence: The response table shows “TrainIQ … Updated 2024 ARR Multiple | 8.51x.” Assessment: Criterion asks whether it states TrainIQ’s ARR multiple is 8.51 under the 75% SMB customer decline scenario; pass.