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SAP AI agents: what ships, what is roadmap, and what you build

As of 2026-11-07

SAP AI agents are Joule agents: components that take a goal, plan, call tools against live SAP data and stop for a human when a step needs a decision. They come in three build types: standard agents SAP ships inside its applications, standard agents you extend, and custom agents built in Joule Studio or in pro-code and connected over A2A. The count you quote depends on whether you read announcements or availability: more than 200 agents were announced at Sapphire 2026, while SAP's Q1 2026 highlights listed over 30 specialised agents available. SAP publishes two rates for them, 0.02 AI Units per Standard action and 0.05 per Advanced action.

Looking for a ? Cédric Mary, SAP AI & Analytics Architect & Team Lead, takes SAP Business AI, Joule and Business Data Cloud missions.

What is SAP AI? Where agents sit in the Business AI stack

SAP Business AI is an umbrella brand, not a product or a SKU. It has five layers: Joule as the engagement layer, the SAP Autonomous Suite across five domains, Industry AI, the SAP Business AI Platform as the foundation, and a layer for adopting it all. Agents are one delivery form among several, next to embedded AI, Joule Base, per-request AI features and Joule for Consultants.

The platform underneath has three layers that matter to an agent. A context layer (the Knowledge Graph, domain models and Business Data Cloud) grounds it in SAP data. A build layer (Joule Studio) is where custom agents are made. A governance layer (SAP AI Agent Hub, built on SAP LeanIX) inventories agents, language models and MCP servers. An agent that reads a badly modelled data product will act on it, which is why the analytics consultant's work sits upstream of the agent.

Skill, agent, assistant: get the word right first

A Joule skill is deterministic and does one bounded thing, such as reading a sales order. An agent interprets what a tool returned and decides the next step. Since Sapphire 2026, a Joule Assistant is the role-level layer that groups SAP-delivered agents; in SuccessFactors, enabling an assistant in SAP for Me makes its agents available, and role permissions decide who may use them.

The test we apply: if the logic fits a fixed flowchart, it is a skill or a workflow. If a step depends on reading the previous result, it is an agent. SAP's own decision criteria say the same: a skill when steps and order are known and auditability and cost dominate, an agent when the path depends on interpreting intermediate results and exceptions vary.

The standard catalogue: read availability, not the keynote

The counts in circulation are dated, and they measure different things. 40-plus agents were announced at Sapphire 2025; SAP's Q1 2026 release highlights listed 30-plus specialised agents and 2,500-plus Joule skills available; Sapphire 2026 announced more than 200 agents and over 50 assistants 'in the coming months'; and the SAP Connect keynote of 6 October 2026 cited more than 20 assistants and over 200 agents created since Sapphire, with more than 400 agents targeted by year-end. A creation count is not a count of generally available agents in your tenant.

The standard agents are fixed: you activate and configure, you do not change the logic. Status varies agent by agent and edition by edition, and the status is itself a contract condition. The Accounting Accruals Agent needs scope item J58, a journal-entry role restricted by company code and a PDF policy handbook limited to five expense categories; it went to beta in Q4 2025 and to Restricted Availability in September 2026, with GA planned for Q1 2027 per SAPinsider. The Production Planning and Operations Agent needs scope item BJ5 and releases up to 20 production orders per run, pausing for planner confirmation.

Prerequisites (scope items, roles, OData services, entitlements) belong in the project plan from day one. The only list that binds a client is SAP Help for their product, edition, region and release.

Building your own: Agent Builder, its limits, the two protocols

The agent builder in Joule Studio, classic edition, is listed as generally available in SAP's Q4 2025 release highlights. You set a description, expertise, instructions, a planning model and a response model, a maximum number of thinking steps, tools (skills, document grounding, subagents) and MCP servers on a separate tab.

The documented limits decide what you can promise. Subagents run synchronously and sequentially, at most 5 direct and 25 in total, inside the same project. Code-based agents reached through A2A 0.3.0 face a 60-second synchronous limit. Beyond them, the design needs pro-code.

MCP is how an agent uses capabilities: tools, resources and prompts on a server. A2A is how an agent works with another agent that has its own reasoning, through tasks with states such as input-required or completed. SAP is a founding contributor of the Linux Foundation A2A project, launched on 23 June 2025. Joule's bi-directional A2A was announced at Sapphire 2026 as generally available in Q4 2026, a roadmap date and not a shipped fact. The same gap shows in the SAP and Google Cloud agent collaboration announced on 22 April 2026: marketing first, available in the second half of 2026.

The hop rule an architect applies: person to agent through the interface, agent to SAP data through MCP, agent to a foreign agent through A2A. A subagent shares its parent's guardrails; an A2A peer is a separate trust boundary with its own authentication and audit trail.

What SAP AI agents cost: 0.02 or 0.05 AI Units per action, worked through

Agents are Premium AI capabilities billed per agent action, and Joule Studio needs Joule Base or AI Units plus its own SKU. SAP's whitepaper, version 10.2026, sets agent consumption at 0.02 AI Units per Standard action and 0.05 per Advanced action, and Joule Assistants carry no separate charge: their cost flows through the agent actions they trigger. SAP publishes no list price for the AI Unit itself.

The model SAP's commercial card recommends is tasks per year times actions per task times the rate, validated in a pilot before anyone commits. A worked illustration with assumed volumes: a process that runs 5,000 times a year with 8 actions per run is 5,000 x 8 x 0.02 = 800 AI Units at the Standard rate, or 5,000 x 8 x 0.05 = 2,000 at the Advanced rate. At the EUR 7 per unit that SAP uses in its Joule for Consultants example, which is an example rather than a list price, that is EUR 5,600 or EUR 14,000 a year. The volumes are ours to make the arithmetic visible; the action count is the number to measure, because it is the one that moves.

AI Units are bought annually in blocks of 100 and expire after 12 months, so size the purchase to measured consumption. Design-time work in Joule Studio is free under fair-use limits; productive runtime is free through the end of 2026, then billed on consumption through BTPEA, CPEA or pay-as-you-go (whitepaper, version 10.2026).

Governance: AI Agent Hub, and the risk it classifies

SAP AI Agent Hub launched inside SAP LeanIX on 4 November 2025, not at Sapphire 2026. It inventories agents, language models and MCP servers with lifecycle, verification and value tracking. Since 22 September 2026 its AI Governance Assistant classifies all three against EU AI Act and NIST risk categories, and at SAP Connect the Hub was described as generally available for agents, language models and MCP servers.

Use the classification as a structured starting point and still document the specific intended purpose the customer configured around the agent. Register builder agents at creation, not after go-live. SAPinsider research from June 2026 puts the demand side in perspective: 74 per cent of SAP customers were in identification, experimentation or no-plans phases, and 63 per cent named the accuracy and reliability of AI outputs as their top concern.

SAP AI agents consultant and SAP agentic AI architect: who does what

An SAP AI agents consultant activates and configures the standard agents, and builds custom ones in Joule Studio with their tools, subagents and MCP servers. An SAP agentic AI architect decides beforehand where each agent sits and what it may do, labels each hop in the diagram, and names the trust boundary at every A2A link. Both register agents and servers in the SAP AI Agent Hub inventory, and both read release status before promising a feature.

The same mission is searched under several engagement words: freelance SAP AI agents consultant, SAP AI agents freelancer, SAP AI agents contractor, and the agentic variants. They share one commercial fact: SAP bills agent actions in AI Units, so the day rate and the consumption cost are separate lines. On 5 October 2026 the corpus held 33 postings naming AI agents or agentic AI, 18 of them freelance, with France (18) and Germany (9) the main countries. The generic wording is not specific to SAP, so read those counts as an AI market signal. We hold no published day rate for the role.

What we cannot assert

SAP publishes no price for an AI Unit: its rates are 0.02 and 0.05 AI Units per action, and the EUR 7 used above is SAP's own example for a different product, not a list price. The Q4 2026 GA for Joule's bi-directional A2A and the Q1 2027 GA for the Accounting Accruals Agent are announced dates, and roadmap dates move.

Frequently asked

How many SAP AI agents are available?

It depends on the date. SAP listed over 30 specialised agents available in its Q1 2026 highlights, and announced more than 200 agents and 50 assistants at Sapphire 2026 for the coming months. Scope on the SAP Help list for your edition and release.

Can I change the logic of a standard SAP agent?

No. Standard agents are configured or activated only. SAP announced extensibility of delivered Joule agents in November 2025, which lets you add tools, instructions or data sources; anything beyond that is a custom agent.

Is Joule's agent-to-agent (A2A) support live?

Joule Studio agents natively support A2A per Sapphire 2026. Joule's bi-directional A2A, which lets third-party agents call Joule agents, was announced as generally available in Q4 2026.

How are SAP agents charged?

Agents are Premium AI capabilities billed per agent action through AI Units. SAP's whitepaper, version 10.2026, sets 0.02 AI Units per Standard action and 0.05 per Advanced action, with no separate charge for Joule Assistants. The price of an AI Unit itself is negotiated per contract.

What is SAP AI agents?

Agents that plan, call tools against SAP data and stop for a human at decision points. They come as standard agents you activate, standard agents you extend, and custom agents you build. A skill, by contrast, is a fixed, deterministic step.

Where does an SAP agentic AI architect place MCP and A2A?

MCP is how an agent uses tools, resources and prompts on a server; A2A is how it works with another agent that has its own reasoning. The architect labels each hop in the diagram and names the trust boundary at every A2A link.

Can a freelance SAP AI agents consultant change a standard agent?

Only within the extension SAP allows. A standard agent is activated or configured; the November 2025 extensibility lets you add tools, instructions or data sources to a delivered agent. Anything that changes its core logic means building a custom agent in Joule Studio or in pro-code.

Can a freelance SAP agentic AI consultant build everything in Joule Studio?

Not always. Subagents run synchronously and sequentially, at most 5 direct and 25 in total, and code-based agents reached over A2A 0.3.0 face a 60-second synchronous limit. Beyond those limits the design needs pro-code.

Is an SAP AI agents freelancer or SAP agentic AI freelancer billed per agent action?

No. The freelancer bills days. SAP bills the agent actions through AI Units, at 0.02 per Standard action and 0.05 per Advanced action, so model the day rate and the consumption cost as two separate lines in the business case.

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This guide is written by . 27 years of SAP — Datasphere, Business Data Cloud, SAC Planning, Joule. Freelance or permanent · Hybrid / remote · Anywhere in EMEA.

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