Enterprise software giant SAP has made a bold move to strengthen its AI capabilities by acquiring the German startup Prior Labs, an 18-month-old company focused on tabular foundation models (TFMs). The deal, announced on Monday, includes a planned investment of €1 billion (approximately $1.16 billion) over the next four years to grow Prior Labs into a dedicated AI lab for structured data—the tables and databases that underpin enterprise operations. While the exact acquisition price was not disclosed, sources indicated that it was a healthy exit for the founders, with over half a billion dollars in cash upfront.
Prior Labs was founded by Frank Hutter, Noah Hollmann, and Sauraj Gambhir, who have focused on developing AI models that can make predictions from data stored in tables and databases. Their open-source TabPFN model series has gained significant traction, with over three million downloads. Unlike large language models (LLMs) that excel at processing unstructured text, TFMs are designed to handle the structured data that many enterprises rely on for tasks like accounting, HR, procurement, and expense management. This makes them a natural fit for SAP, whose software products are deeply integrated with enterprise databases.
SAP's Chief Technology Officer Philipp Herzig emphasized the strategic importance of structured data AI, stating that the company recognized early on that the greatest untapped opportunity in enterprise AI was not LLMs but models built for tabular data. The acquisition of Prior Labs provides a shortcut to this goal, allowing SAP to integrate TFMs into its existing product portfolio, including SAP AI Core, SAP Business Data Cloud, and the Joule AI platform.
Prior Labs will operate as an independent unit to maintain research velocity, while SAP provides long-term investment and a path to productization. The founders expressed optimism about the deal, with Frank Hutter celebrating the opportunity to build a globally leading frontier AI lab for structured data in Europe and in the open. The startup had previously raised approximately $9.3 million in a pre-seed round led by Balderton Capital, making this acquisition one of Germany's biggest venture outcomes.
However, the acquisition is not just about AI innovation—it also reflects SAP's defensive posture in the fast-evolving agentic AI landscape. The company has implemented strict API policies that prohibit AI agents from accessing its products unless they are part of "SAP-endorsed architectures." This means that while SAP allows its own Joule Agents (still in beta) and supports Nvidia's NemoClaw (an enterprise-ready, security-focused deployment of OpenClaw), it blocks other agentic technologies. This stands in stark contrast to Salesforce, another incumbent hit by the so-called "SaaSpocalypse," which has adopted a more open approach, allowing enterprises to choose their own agents via its Headless 360 architecture.
SAP's move comes at a time when its stock has dropped significantly in 2026, partly due to the broader SaaS downturn. CFO Dominik Asam has emphasized the need for SAP to quickly adopt AI technologies in its R&D portfolio to maintain its economies of scale advantage. The company has already invested in generative AI startups like Anthropic, Aleph Alpha, and Cohere, and has developed its own relational pretrained transformer model called SAP-RPT-1.
The Prior Labs acquisition is expected to advance the development of TFMs that can seamlessly integrate structured data with language, reasoning, and domain knowledge. This could unlock new possibilities for enterprise AI, including more accurate predictions in supply chain management, financial forecasting, and customer relationship building. By combining Prior Labs' research with SAP's extensive enterprise data, the company hopes to create AI systems that are more reliable and context-aware than those built solely on LLMs.
As SAP navigates the challenges of the SaaSpocalypse and the rise of agentic AI, its dual strategy of investing in cutting-edge AI research while tightening control over its ecosystem will be closely watched by industry observers. The success of the Prior Labs acquisition will depend on whether the independent lab can maintain its innovative pace while integrating into SAP's vast enterprise infrastructure.
Source: TechCrunch News