Following our series on SAP tokenomics, one question kept coming up: which SAP tool should you use for what?
The answer is not always obvious.
SAP for Me and Joule Analytics Center both show information related to Business AI, but they do not tell you the same thing. One helps you track AI Unit consumption. The other shows how people are using Joule.
Then there are tools such as SAP LeanIX and SAP Signavio. Neither is primarily an AI cost dashboard, but both can affect your AI economics.
Imagine an agent completing eight steps when the process only needs five. Or a workflow repeatedly sending invoices back for review because important data is missing. The additional consumption may appear in SAP for Me, but the cause could be hiding in the process, the application landscape, or the way the agent was designed.
That is why we put the SAP toolbox together in one place.
In this guide, we will look at:
- SAP for Me, to track AI Unit consumption.
- Joule Analytics Center, to understand Joule usage.
- SAP LeanIX, to map applications and dependencies.
- SAP AI Agent Hub, to discover and govern agents.
- SAP Signavio, to find inefficient processes.
- SAP Build Process Automation, to redesign and automate workflows.
- SAP Cloud ALM, to monitor applications, integrations, and executions.
- SAP BTP Cockpit, to track the services and platform consumption supporting AI solutions.
The goal is simple: help you know which tool to open when AI consumption rises, and you need to understand why.
The SAP AI Tokenomics Toolbox at a Glance
| Tool | The question it answers | Measures AI Units? |
| SAP for Me | How many AI Units are we consuming? | Yes |
| Joule Analytics Center | How are people using Joule? | No |
| SAP LeanIX | Which applications and dependencies support our AI use cases? | No |
| SAP AI Agent Hub | Which agents exist, who owns them, and what do they connect to? | No |
| SAP Signavio | Where are the bottlenecks, loops, and unnecessary process steps? | No |
| SAP Build Process Automation | How can we simplify or automate the workflow? | No |
| SAP Cloud ALM | What happened when the application, integration, or process ran? | No |
| SAP BTP Cockpit | What BTP services are being used, and what do they cost? | No |
Only one of these tools (SAP for Me) directly reports AI Unit consumption. The others help you understand the activity, architecture, process design, and platform costs behind it.
Disclaimer: Licensing, packaging, entitlements, product availability, and included capacity can vary by SAP contract, region, edition, and release. Confirm the exact commercial terms in SAP for Me, SAP BTP Cockpit, your order forms, or directly with SAP or your SAP partner.
1. SAP for Me: Start with the Bill
When you need to know how many AI Units you have purchased and how many you have consumed, start with SAP for Me.
Its Business AI tab provides a breakdown of AI Units by product and feature. This makes it the closest thing to the financial control center for SAP Business AI.
Use it to answer questions such as:
- Are we approaching our available entitlement?
- Which SAP product is consuming the most AI Units?
- Has consumption increased since we activated a new capability?
- Do we need to adjust our forecast or purchase additional capacity?
What SAP for Me will not always tell you is why the consumption increased.
It may show that a feature is consuming more AI Units, but it will not necessarily reveal whether users are adopting it successfully, a process contains unnecessary loops, or an agent is performing too many steps.
How do you access it?
SAP for Me is the customer portal. Access depends on your SAP customer relationship, user permissions, and the Business AI packages available under your contract. It is not a separately purchased analytics product, but the consumption data you see depends on the products and entitlements your organization has activated.
2. Joule Analytics Center: Understand the Activity
Suppose SAP for Me shows an increase in consumption related to a product where Joule is active.
Your next question will probably be: what are users actually doing with Joule?
That is where Joule Analytics Center comes in.
It shows tenant-specific information such as product usage, scenario usage, interaction types, and client types. SAP identifies it as the dedicated source for detailed Joule usage data; that detail is not currently provided through the SAP for Me consumption dashboard.
This can help you see:
- Which Joule scenarios are being used most frequently.
- Where adoption is strong or weak.
- What types of interactions users are performing.
- Whether activity is concentrated in a particular product or use case.
Think of the difference this way:
SAP for Me shows the meter. Joule Analytics Center shows the behavior behind the meter.
However, high usage is not automatically a problem. It could indicate strong adoption and valuable automation. The point is to connect that activity with outcomes.
How do you access it?
Joule Analytics Center is available within supported Joule environments and must be enabled and accessed by appropriately authorized users. It is tied to your Joule landscape rather than sold as a standalone analytics subscription. Availability can still vary by product, tenant setup, release, and entitlement.
3. SAP LeanIX: Map What Sits Behind the Use Case
Sometimes the consumption problem begins before the first AI request is made.
An agent may need to move through several applications, integration layers, and data sources just to complete a relatively simple task. Another team may have deployed a second tool that performs almost the same function.
SAP LeanIX helps you see that architectural picture.
It provides an inventory of applications, technologies, interfaces, business capabilities, ownership, and dependencies. It can help you identify:
- Duplicate applications.
- Legacy systems creating avoidable integration complexity.
- Multiple tools supporting the same capability.
- Applications with high cost and low business value.
- AI use cases dependent on fragmented systems or data.
LeanIX does not tell you that a particular dependency consumed a specific number of AI Units. The relationship is indirect.
But if an agent must consult four systems because the information is fragmented, simplifying that architecture could reduce calls, retries, processing, and operational cost.
How do you access it?
SAP LeanIX is a separately licensed SaaS subscription. SAP states that its pricing can be based on the number of applications in the landscape, with unlimited users under that model. The specific modules, extensions, and commercial terms depend on your subscription.
4. SAP AI Agent Hub: Know Which Agents Exist
Before you can govern agent consumption, you need to know which agents are operating across the organization.
SAP AI Agent Hub extends the LeanIX landscape with dedicated entities for AI agents, models, and MCP servers. It helps connect agents with their owners, applications, technologies, and business context.
It can help you investigate questions such as:
- Are two departments running agents that perform similar tasks?
- Who owns each agent?
- Which systems and data sources can it access?
- Has an agent outlived the project it was created for?
- Which agents require closer review because of their risk or scope?
Consider a procurement team and a finance team that each deploy an agent to validate supplier information. Both work well, but they rely on similar data and perform overlapping checks.
An AI Unit dashboard will show consumption. Agent Hub can help reveal the duplication behind it.
How do you access it?
AI Agent Hub capabilities sit within SAP LeanIX and require an appropriate LeanIX workspace, subscription, permissions, and activation of the relevant AI governance capabilities. Some discovery scenarios also connect LeanIX with SAP Cloud ALM or other systems. It should therefore be viewed as part of the LeanIX offering, not as a free standalone dashboard.
5. SAP Signavio: Find the Process Causing the Waste
LeanIX maps the systems. SAP Signavio examines how the work moves through them.
For example:
- An invoice is sent back for approval several times.
- A maintenance request repeatedly enters an exception path.
- An agent is triggered before all required data is available.
- A workflow asks AI to classify information that could have been validated earlier through a simple rule.
SAP Signavio can help model processes and use process intelligence or process mining to identify bottlenecks, deviations, rework, and unnecessary steps. SAP positions the suite around understanding, improving, and transforming business processes at scale.
This does not mean Signavio will automatically translate each process loop into AI Units.
Instead, it helps you find the operational conditions that may be generating unnecessary AI activity.
Adding AI to an inefficient workflow can make the workflow faster without making it better.
How do you access it?
SAP Signavio is a cloud suite with separately licensed products and subscriptions. Process modeling, process intelligence, collaboration, and governance capabilities may require different components of the suite. Your access depends on the Signavio products included in your contract.
6. SAP Build Process Automation: Fix the Workflow
Once Signavio helps you identify the problem, SAP Build Process Automation can help you redesign or automate the workflow.
You might use it to:
- Remove unnecessary manual handoffs.
- Create clearer approval rules.
- Validate required information before an agent is invoked.
- Automate deterministic tasks without calling an AI model.
- Route only genuine exceptions to Joule or an agent.
This last point is important for tokenomics.
Not every step needs AI. And even when AI makes sense, not every task requires the same type of AI.
A fixed business rule may be cheaper and easier to govern through traditional automation. A forecasting problem may be better suited to Predictive AI. A document-heavy or conversational task may call for GenAI.
The important part is choosing the right technology for the job instead of adding the most advanced model to every step of the workflow.
We explore this decision in more detail in our guide, Predictive AI vs. GenAI: A Decision Framework for C-suite Leaders.
Once the right approach is clear, SAP Build Process Automation can help orchestrate workflows, decisions, approvals, and repetitive tasks in a low-code environment on SAP BTP.
How do you access it?
SAP offers different service plans and commercial options for SAP Build Process Automation. Some SAP environments may include Build entitlements, while additional capacity and capabilities can require paid subscription or consumption plans. SAP also offers a free tier with limited capacity for testing and development. Always confirm the entitlements in your own BTP account and contract.
7. SAP Cloud ALM: See What Happened During Execution
You have measured the consumption, mapped the landscape, and redesigned the process. But what happens when the solution runs?
SAP Cloud ALM provides operational monitoring across cloud and hybrid SAP landscapes. Depending on the supported scenario, it can help monitor applications, integrations, business processes, exceptions, and service performance.
This can help you investigate:
- Failed integration messages.
- Repeated exceptions.
- Slow or interrupted executions.
- Problems between connected SAP services.
- Operational conditions that could cause retries or extra processing.
Cloud ALM does not replace SAP for Me. It will not serve as your AI Unit balance.
Its role is closer to operational evidence: what happened when the process or service ran?
How do you access it?
SAP Cloud ALM is included with qualifying SAP cloud subscriptions that carry SAP Enterprise Support, subject to SAP’s usage rights and fair-use limits. The entitlement is connected to the organization’s existing SAP contracts. Extra tenants or capacity can require additional purchases.
8. SAP BTP Cockpit: Do Not Forget the Supporting Costs
AI Units may be only one part of the cost.
A solution could also use integration services, automation, runtimes, storage, databases, or other SAP BTP services.
The SAP BTP Cockpit lets administrators monitor usage and consumption costs across services in a global account, directories, and subaccounts. It also supports budgets and usage analytics.
That makes it useful when you need to answer:
- Which BTP services support this AI solution?
- Has integration or runtime usage increased?
- Are we staying within the budget for the global account?
- Is the AI feature inexpensive while the surrounding architecture is not?
How do you access it?
The cockpit is the administrative interface for your SAP BTP account. There is no separate cockpit license, but you need a BTP global account, the appropriate roles, and entitlements for the services being consumed. Those services may follow subscription, consumption-based, or free-tier models.
Which Tool Should You Open First?
A practical sequence might look like this:
| What you notice | Where to look |
| AI Unit consumption is higher than expected | SAP for Me |
| You need to know whether Joule activity increased | Joule Analytics Center |
| Several applications or agents may overlap | SAP LeanIX / AI Agent Hub |
| A workflow has too many loops or exceptions | SAP Signavio |
| You need to simplify or automate the workflow | SAP Build Process Automation |
| Executions, messages, or integrations are failing | SAP Cloud ALM |
| Supporting BTP services are driving additional cost | SAP BTP Cockpit |
That is the broader point of SAP tokenomics.
Controlling AI costs is not only about setting a budget or watching a dashboard. It is also about choosing the right agent, simplifying the workflow, reducing unnecessary steps, and making sure every AI Unit supports an outcome worth paying for.
Need a Partner to Get Started with AI or Optimize Your FinOps Strategy?
Whether you are evaluating your first SAP AI use case or trying to bring more control to AI consumption, governance, and costs, the right starting point is not always obvious.
Inclusion Cloud has been working with SAP ecosystems for more than 20 years. Our certified technical and functional consultants can help you assess your current landscape, identify the right tools, and build a practical roadmap around AI, automation, governance, and FinOps.
Book a discovery call with our team to discuss where you are today and what your next step should be.
