Raycaster / evalsBack to AI Agents for SaaS Due Diligence

APEX-Agents · Management Consulting

Task 14

6/9Fail

APEX-Agents task Task 14 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_0cc6381ab1db4902bdac1c95b3ffcc45
Management Consulting World 129
message_in_console
5 models · dual config

Task prompt

What the agent was asked to do

Can you use the feature usage file and identify the average adoption rate percentage, average monthly usage, and average retention impact score for each tier except Team? Print the output for me here.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual6/9Fail
Gemini 3.1 Produal6/9Fail
GPT-5.4dual6/9Fail
GPT-5.4 minidual6/9Fail
GPT-5.4 nanodual6/9Fail

Grading rubric

Criteria and grader verdict (showcase run)

  1. States the average adoption rate of Business is 30.0%

    Fail

    Evidence: <TEXT_RESPONSE> table lists Business Average Adoption Rate % as “39.69%.” Assessment: Criterion requires stating Business average adoption rate is 30.0%; the response gives a different value, so fail.

  2. States the average adoption rate of Growth is 42.1%

    Fail

    Evidence: <TEXT_RESPONSE> table lists Growth Average Adoption Rate % as “59.95%.” Assessment: Criterion requires stating Growth average adoption rate is 42.1%; the response gives a different value, so fail.

  3. States the average adoption rate of Enterprise is 44.9%

    Fail

    Evidence: <TEXT_RESPONSE> table lists Enterprise Average Adoption Rate % as “59.61%.” Assessment: Criterion requires stating Enterprise average adoption rate is 44.9%; the response gives a different value, so fail.

  4. States the average monthly usage of Business is 19.1 hours per month

    Pass

    Evidence: <TEXT_RESPONSE> table lists Business Average Monthly Usage as “19.11.” Assessment: Criterion requires Business average monthly usage is 19.1 hours per month; 19.11 rounds to 19.1 and is presented as monthly usage, so pass.

  5. States the average monthly usage of Growth is 50.3 hours per month

    Pass

    Evidence: <TEXT_RESPONSE> table lists Growth Average Monthly Usage as “50.25.” Assessment: Criterion requires Growth average monthly usage is 50.3 hours per month; 50.25 rounds to 50.3 to one decimal and is presented as monthly usage, so pass.

  6. States the average monthly usage of Enterprise is 51.1 hours per month

    Pass

    Evidence: <TEXT_RESPONSE> table lists Enterprise Average Monthly Usage as “51.14.” Assessment: Criterion requires Enterprise average monthly usage is 51.1 hours per month; 51.14 rounds to 51.1 and is presented as monthly usage, so pass.

  7. States the average retention impact of Business is 1.46

    Pass

    Evidence: <TEXT_RESPONSE> table lists Business Average Retention Impact Score as “1.46.” Assessment: Criterion requires Business average retention impact is 1.46; the stated value matches, so pass.

  8. States the average retention impact of Growth is 1.59

    Pass

    Evidence: <TEXT_RESPONSE> table lists Growth Average Retention Impact Score as “1.59.” Assessment: Criterion requires Growth average retention impact is 1.59; the stated value matches, so pass.

  9. States the average retention impact of Enterprise is 1.50

    Pass

    Evidence: <TEXT_RESPONSE> table lists Enterprise Average Retention Impact Score as “1.50.” Assessment: Criterion requires Enterprise average retention impact is 1.50; the stated value matches, so pass.