Enterprise software giant SAP has made a decisive move in the artificial intelligence arms race, announcing plans to acquire German AI startup Prior Labs. While the acquisition price itself remains undisclosed, SAP intends to invest €1 billion (approximately $1.16 billion) into the business over the next four years, turning it into a dedicated AI lab focused on structured data. This comes at a critical time for SAP, which has seen its stock slide in 2026 amid the so-called 'SaaSpocalypse', and marks a bold bet on tabular foundation models (TFMs) rather than relying solely on large language models (LLMs).
Prior Labs was founded just 18 months ago by Frank Hutter, Noah Hollmann, and Sauraj Gambhir. The startup quickly gained notoriety for its TabPFN model series, an AI model designed to make predictions from data stored in tables and databases — the kind of structured data that powers enterprise operations. According to the founders, their open source models have been downloaded over three million times, indicating strong developer interest. The acquisition is seen as a shortcut for SAP to integrate advanced structured data AI into its software portfolio, which includes critical tools for accounting, human resources, procurement, and expense management.
SAP’s Chief Technology Officer Philipp Herzig emphasized the strategic importance of the deal, stating that the company had long recognized that the greatest untapped opportunity in enterprise AI lies not in language models but in AI built for structured data. Prior Labs’ technology complements SAP’s existing efforts, including the development of SAP-RPT-1, a relational pretrained transformer model. The acquisition also aligns with SAP’s past investments in generative AI startups such as Anthropic, Aleph Alpha, and Cohere — the latter two of which are now aiming to merge into a global AI powerhouse.
Under the terms of the agreement, Prior Labs will operate as an independent unit within SAP to preserve research velocity. SAP will provide long-term investment and integrate Prior Labs’ technology into its AI core and business data cloud, as well as into its agentic AI layer, Joule. SAP’s press release confirmed that Prior Labs will continue to maintain open source versions of its models, ensuring that the broader developer community can still benefit from the research.
The deal is also notable for its implications in the agentic AI space. SAP has taken a hardline stance on which AI agents can access its products through its API. The company’s latest policy explicitly prohibits unauthorized agents, allowing only what it calls 'SAP-endorsed architectures'. Among those endorsed is Nvidia’s NemoClaw, which is built on Nvidia’s Agent Toolkit announced in March. This means SAP customers will be able to use NemoClaw agents through SAP’s Joule Agents (still in beta), while agents like OpenClaw are blocked unless they are part of an approved architecture. This approach contrasts sharply with that of competitor Salesforce, which, under its Headless 360 architecture, allows enterprises to choose their own agents, including OpenClaw.
For SAP, this is both a defensive and offensive strategy. The company is trying to protect its ecosystem from external agentic AI threats while simultaneously building its own generative AI capabilities. CFO Dominik Asam earlier indicated that the company’s goal is to quickly incorporate these technologies into its R&D portfolio to maintain economies of scale. The Prior Labs acquisition is a direct response to that challenge, giving SAP a team that has already demonstrated significant traction in a niche but critical area of AI.
Prior Labs had previously raised approximately $9.3 million in pre-seed funding from Balderton Capital in February 2025, a smaller amount compared to competitors like Fundamental, which emerged from stealth with a $255 million Series A. James Wise, a partner at Balderton, called the acquisition one of Germany’s biggest ever venture outcomes. SAP’s stock has responded positively, ticking upwards on the news, though the long-term impact will depend on how effectively the company can turn Prior Labs’ research into commercial products.
The broader context is that enterprise AI adoption is still in its early stages. Even as OpenAI’s COO acknowledged earlier this year that AI has not yet truly penetrated enterprise business processes, SAP is betting that structured data AI will be the killer application. The company’s move also highlights the growing tension between openness and control in the enterprise AI ecosystem. By acquiring Prior Labs and blocking unauthorized agents, SAP is making a clear statement: it intends to shape how AI is used in its customers’ operations, rather than leaving it to third-party developers or open-source communities.
Looking ahead, Prior Labs’ team will expand significantly with SAP’s funding, potentially making Freiburg a new hub for structured data AI research. The founders have expressed ambitions to build a globally leading frontier AI lab for structured data, grounded in European values and open science. If successful, this could give SAP a competitive edge over other enterprise software providers that are still focused primarily on language-based AI. The coming months will reveal whether this bet on tabular foundation models pays off, but for now, SAP has signaled that it is ready to invest heavily in the future of enterprise AI.
Source: TechCrunch News