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The Sign-Off Table

Lesson 1 of 6

AI across the SAP delivery toolchain

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The tools that run SAP projects are getting AI built in. SAP now calls its set of project tools the agent-led toolchain: SAP Cloud ALM as the operational foundation for project and quality management, SAP Signavio and SAP LeanIX for business transformation management, plus SAP BTP and partner solutions for development, testing and data migration. The idea is that AI, agents and assistants appear in every tool and phase. For a test lead or PMO lead, that raises two practical questions: which features are real and available to you, and how do you make sure their output is fit to sign off?

Assistants and agents

SAP's toolchain guidance separates two layers. A Joule Assistant sits at the experience layer: role-aware, it understands what you're trying to do and coordinates the right agents and skills, but doesn't act independently. A Joule Agent sits at the execution layer: task-specific and able to plan and run multi-step work. In SAP Cloud ALM, for example, the Test Scoping Agent and the Test Preparation Agent each do one stage of test design. Keep the distinction in mind when you read SAP's marketing: an "assistant" is a front door, an "agent" does the work.

  1. Discover / PrepareProcess and architecture insightSAP Signavio Process Consulting Agent and text-to-insights; SAP LeanIX AI-assisted inventory.
  2. ExploreRequirements from workshopsSAP Cloud ALM requirement generation from fit-to-standard transcripts; AI-assisted process modeling in SAP Signavio.
  3. RealizeTest design and dataJoule Test Scoping and Test Preparation Agents; Test Data Management Agent (early adopter care).
  4. DeployReadiness and dashboardsALM Dashboard Generation Agent; document summaries in SAP Cloud ALM.
  5. RunOperationsAlert resolution, dynamic thresholds and change point analysis in SAP Cloud ALM operations.
Where AI features show up across SAP Activate phases (status varies by feature; see the table below).
The Sign-Off Table · thesignofftable.com/academy/sap-ai-206

Three maturity labels you must read

Label you'll seeWhat it meansHow to treat it
No label, documented with setup stepsGenerally available for customers who meet the prerequisitesPlan with it, after you check licensing and region
Early Adopter Care (EAC)SAP's note says the feature is part of an EAC program and not available to users outside itNot GA. Pilot only if you are in the program
Base AI vs premium AIBase AI is included in the subscription (often with usage limits); premium AI consumes AI UnitsCheck the commercial terms per feature
Roadmap or "planned"Announced intention, no availabilityDon't plan delivery on it

Read the label before you plan a project around an AI feature.

As of October 2026, SAP Cloud ALM's help pages mark the Test Scoping Agent, Test Preparation Agent and Test Data Management Agent as Early Adopter Care. AI-assisted requirement generation has no such note. That one difference decides whether you can put a feature into your test strategy or only into a pilot plan.

AI Units and activation

Many premium features are paid with AI Units, a virtual currency each feature consumes according to its own metric (per process, per transaction, per page and so on). You estimate the need with SAP's AI Unit Estimator, buy through your account executive, and watch consumption in SAP for Me. SAP's toolchain guidance notes that unused AI Units don't carry over at the end of the annual contract period. Activation differs by product: many SAP Cloud ALM features are requested in SAP for Me under Portfolio & Products > Business AI, while SAP Signavio base AI is switched on by a workspace administrator who accepts the SAP AI terms.

Before anyone uses an AI feature on the project, check its status, its commercial model and how it is activated.
The Sign-Off Table · thesignofftable.com/academy/sap-ai-206

What would you do?

Grace's draft Wave 2 test strategy says: "Test cases will be generated by the Cloud ALM Test Preparation Agent from sprint 1." Contoso is not in the Early Adopter Care program for the test agents. What should Priya change?

Key points
  • SAP's agent-led toolchain puts AI into SAP Cloud ALM, SAP Signavio and SAP LeanIX across all phases.
  • Assistants coordinate at the experience layer; agents execute specific tasks.
  • Read the label: GA, Early Adopter Care, base vs premium AI, or roadmap.
  • Premium features consume AI Units; unused units don't carry over, and activation runs through SAP for Me or the product admin.

Check your understanding · not graded

Lesson check

  1. 1. What does an "Early Adopter Care" note on an SAP Cloud ALM feature mean?

  2. 2. What are AI Units?

  3. 3. In SAP's toolchain guidance, how does a Joule Assistant differ from a Joule Agent?