SAP, Europe's most valuable software company, announced on Monday its intention to acquire Prior Labs, an 18-month-old German AI startup focused on tabular foundation models (TFMs). Pending regulatory approval, SAP plans to invest €1 billion (approximately $1.16 billion) into the business over the next four years to grow it into an AI lab dedicated to structured data – the tables and databases where enterprise information typically resides. The acquisition itself is an undisclosed amount, but sources told Pathfounders that it was an almost all-cash deal with well over half a billion dollars up front for the founders: Frank Hutter, Noah Hollmann, and Sauraj Gambhir.

Key Facts

• Acquisition and Investment: SAP acquires Prior Labs, a German AI startup founded 18 months ago. The price is undisclosed, but SAP will invest €1 billion over four years into the new AI lab.
• Focus on Tabular Data: Prior Labs specializes in tabular foundation models (TFMs) – AI models that make predictions from data in tables and databases, a better fit for enterprise use than large language models.
• Restrictive Agent Policy: SAP prohibits AI agents from accessing its products through its API unless they use 'SAP-endorsed architectures.' Authorized agents include SAP's own Joule Agents and Nvidia's NemoClaw, which is built on Nvidia's Agent Toolkit.
• Open Source Commitment: Prior Labs will remain an independent unit, maintaining open-source versions of its models (e.g., TabPFN, which has been downloaded over 3 million times).
• Strategic Context: SAP's stock has dropped in 2026 due to the 'SaaSpocalypse,' and the company is investing heavily in AI to maintain its competitive advantage, especially against agentic AI threats.

Background and Analysis

SAP's move comes at a time when enterprise software is under pressure from the rise of agentic AI – systems that can autonomously perform tasks. The company has previously invested in generative AI firms like Anthropic, Aleph Alpha, and Cohere, and developed its own relational pretrained transformer model (SAP-RPT-1). However, CFO Dominik Asam emphasized in January that the key is how quickly SAP can adopt these technologies to maintain economies of scale.

Prior Labs' TabPFN model series has gained significant traction among developers for its ability to handle structured data efficiently. The startup had raised only $9.3 million in pre-seed funding from Balderton Capital in February 2025, making this acquisition a major exit for its founders. Balderton partner James Wise called it 'one of Germany’s biggest ever venture outcomes.'

On the agentic AI front, SAP's approach differs sharply from rival Salesforce, which allows enterprises to choose their own agents with its Headless 360 architecture. SAP is being very strict about which agents can access its ecosystem, only authorizing NemoClaw (built on Nvidia's Agent Toolkit) and its own Joule Agents (still in beta). This restrictive policy was first spotted by The Information and confirmed by SAP's latest API policy, which states that AI agents are prohibited except for SAP-endorsed architectures.

SAP CTO Philipp Herzig stated that the company recognized early that the greatest untapped opportunity in enterprise AI was not large language models but AI built for structured data. The Prior Labs acquisition is a significant shortcut in that direction, combining the startup's expertise in TFMs with SAP's vast customer base and data infrastructure. The lab will operate independently to preserve research velocity while SAP provides long-term investment and productization pathways via SAP AI Core, SAP Business Data Cloud, and the agentic layer with Joule.

Meanwhile, SAP's stock has begun to recover slightly, trading upward on the news. The company hopes that this investment will lead to TFMs that can grab data where it lives, combine it with language, reasoning, and domain knowledge. Founder and CEO Frank Hutter celebrated on X that Prior Labs could become a 'globally-leading frontier AI lab for structured data – in Europe, in the open.'

Source: TechCrunch News