Analytics Legends The knowledge platform for SAP Analytics
Academy module

AI Red-Teaming for SAP

5 attack surfaces mapped to one red-team protocol, gated at 100 percent degrade-safe — architecture diagram for AI Red-Teaming for SAP, Analytics Legends Academy module M059

As of 2026-08-16

Edited by , sole editor and publication director — 27 years in the SAP ecosystem. How these pages are produced, and where automation is used.

5 attack surfaces: prompt injection · tool misuse · indirect prompt injection (RAG) · data exfiltration · cost runaway. Senior protocol: 10-30 adversarial prompts per skill mapped to surfaces, run pre-launch + on-change + quarterly. Fix until 100 % degrade-safe. Cost ~5-10 % of build = cheapest insurance. Build regression suite from every attack.

What you will learn

  • Map an AI feature to the 5 SAP attack surfaces (prompt injection, tool/skill misuse, indirect RAG injection, data exfiltration, cost runaway) and build a 10-30-prompt adversarial catalogue
  • Run the red-team protocol pre-launch, on every prompt-template change, and quarterly in production, scoring every response as degrade-safe or attack-executed
  • Convert catalogue results into a versioned, automated regression suite wired into CI/CD with a mean-time-to-fix target under 1 week
  • Justify the internal-vs-external red-team trade-off for Annex III high-risk deployments and defend the ~5-10% of build-cost investment to a sponsor

Module overview

Red-teaming = adversarial testing of AI features BEFORE production users find the failure modes. For SAP analytics AI, the question is not "could a bad actor break this?" but "what business consequence does the most likely failure mode produce?" — and design until the worst case is acceptable.

Prerequisites

  • Intermediate hands-on experience on SAP analytics projects
  • Review core concepts first: C008, C087, C029

Outcomes

  • Understand the core concepts behind ai red-teaming for sap
  • Apply Red-team in a typical SAP analytics engagement
  • Explain the core architecture and decision points for AI Red-Teaming for SAP
  • Apply a repeatable implementation pattern in a 15-minute lab format

Full module available to members. The full module adds: the decision framework · the end-to-end scenario walkthrough · the KPI scorecard · the anti-patterns · the code blocks · the knowledge check · the diagrams.

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