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The Sign-Off Table

Academy · AI for SAP Testing & Quality · 300 Professional

Testing Joule Agents and AI Features in SAP: Evaluation Sets, Non-Determinism and Sign-Off

How to test and sign off Joule agents and AI features when the same input can produce different outputs: evaluation sets with must and must-not behaviors, scoring with deterministic checks, LLM judges and people, thresholds and human checkpoints agreed with the process owner, OWASP-based safety tests, regression when models and platforms change, and the evidence a process owner needs before turning an agent on.

  • 69 minutes
  • 6 lessons + quiz
  • Test Lead / Test Manager, Tester / Test Analyst, Process Owner, Key User
Start the course
  1. 01Testing something that varies10 min
  2. 02Evaluation sets17 min
  3. 03Thresholds and human checkpoints9 min
  4. 04Adversarial and safety tests9 min
  5. 05Regression for prompts and models16 min
  6. 06Go/no-go for AI8 min
  7. QZCourse quiz15 questions

What you’ll be able to do

  • Explain why AI features need evaluation rather than exact-match test cases
  • Build an evaluation set with expected behaviors and scoring rules
  • Define acceptance thresholds and human checkpoints with the process owner
  • Test for unsafe actions, data leakage and prompt injection
  • Plan regression when prompts, models or SAP releases change
  • Assemble go/no-go evidence for an AI feature or agent

Sources and further reading