SAP’s AI Tools Miss Adoption Targets as Version 2.0 Arrives Before 1.0 Matures

Delayed Rollout and Low Uptake for SAP’s AI Suite

Less than a year after promising a wave of AI innovations at Sapphire 2025, SAP now acknowledges that adoption of its flagship tools—Joule Studio, Knowledge Graph, and AI Agent Hub—has fallen short. While technically available, these products have seen minimal customer uptake, and the company is already rolling out version 2.0 to address core shortcomings.

“Joule Studio adoption has been minimal compared to what we’d like,” said Manoj Swaminathan, SAP’s chief product officer for Business Suite, in a briefing ahead of this year’s Sapphire. He explained that the tool “was limited to content-based experiences. Anytime more complex agents were involved, it had limited capabilities.”

Background

At Sapphire 2025, SAP unveiled an ambitious AI roadmap: Knowledge Graph, Joule Studio, and AI Agent Hub would all ship by end of year. The company positioned these tools as central to its strategy of embedding generative AI into enterprise workflows. However, only the Knowledge Graph met its initial release window, while Joule Studio remains in early customer adoption and general availability is not expected until Q3 2026—a full year behind schedule.

The AI Agent Hub is now generally available but already undergoing what SAP calls a “massive revamp” with version 2.0. Joule Work, the new engagement layer announced this week, won’t be available until the second half of 2026.

Why Adoption Stalled

SAP’s chief AI officer Jonathan von Rüden attributed the slow uptake to an architectural miscalculation. “People wanted to see more pro-code flexibility,” he said in an interview at Sapphire 2026. “We had gone with a low-code approach. You could give it extension points and tools, but you couldn’t touch the core of it.”

Customers arrived with “big plans” but found that Joule Studio lacked native support for hard rules, approval gates, and complex agentic flows. “What people want is agentic flows with clear gates and workflows and subagents,” von Rüden explained. “Old Joule didn’t provide that. Now it’s all baked together.”

What Actually Shipped

The Knowledge Graph is live and has expanded beyond its original scope. Initially used for building Joule skills, it now feeds context directly to AI agents so they can “figure out how to call something dynamically,” von Rüden said. The AI Agent Hub is generally available, though its 2.0 revamp is already underway.

Joule Studio remains in early customer adoption, with GA expected in Q3 2026—a year behind target. Joule Work, the new engagement layer, won’t ship until the second half of 2026.

Version 2.0: A Course Correction

The revamped Joule Studio addresses the gaps that held back adoption. Beyond pro-code flexibility, developers can now build with popular agent frameworks like LangGraph and AutoGen. Agents will also have a native understanding of SAP’s proprietary code and data models—something generic tools cannot replicate.

“The first runs were geared toward automation,” von Rüden said. “Now agents need to bring optimization and intelligence as well.” Customers including Ericsson, Mercado Libre, and Siemens are already using Joule agents in production.

What This Means

SAP’s delay and version 2.0 pivot signal a deeper challenge: enterprise AI adoption requires more than flashy announcements. The low-code simplicity that SAP initially championed proved insufficient for real-world agentic workflows. By embracing pro-code flexibility and third-party frameworks, SAP is betting that developer empowerment will accelerate uptake.

At the same time, SAP is rethinking its go-to-market strategy. Joule Desktop, launching this week, lets individual users build automations without going through IT—a gamble that grassroots adoption will move faster than centralized rollouts. For customers, the message is clear: SAP’s AI journey is still in its early innings, and those who waited may now benefit from a more mature, flexible platform.

For more on the original promises, see the Background section. Details on what actually shipped are in What Actually Shipped.