SAP to Invest $1.16 B in German AI Startup Prior Labs, Aiming to Build Structured‑Data Lab

German software giant SAP disclosed a plan to pour €1 billion – roughly $1.16 billion – into Prior Labs, a Freiburg‑based AI startup that has been developing tabular foundation models for just a year and a half. The investment, spread over the next four years, follows an “almost all‑cash” acquisition that gave the three founders—Frank Hutter, Noah Hollmann and Sauraj Gambhir—well over half a billion dollars up front. SAP declined to reveal the exact purchase price, but sources confirm the deal represents one of the biggest exits for a German AI venture.

Prior Labs entered the market with a focus on models that predict outcomes from data locked in tables and databases, a niche SAP believes aligns tightly with its core enterprise applications. Accounting, human resources, procurement and expense‑management modules all rely on structured data, and SAP’s chief technology officer Philipp Herzig has long argued that the real AI opportunity for businesses lies in unlocking that data, not in large language models alone.

The acquisition gives SAP a ready‑made shortcut to a fledgling but promising research effort. Prior Labs’ TabPFN series has already attracted developers worldwide, with open‑source downloads topping three million. In a press release, SAP pledged to keep the models open while providing a direct path to productization through its SAP AI Core, Business Data Cloud and the emerging agentic layer built around its Joule Agents platform.

Joule, still in beta, lets customers create custom AI agents that can interact with SAP products. The company’s API policy now explicitly blocks any unapproved agents from accessing its services, a move aimed at safeguarding data integrity as the industry pushes toward “agentic AI.” Authorized agents include SAP’s own offerings and Nvidia’s newly announced NemoClaw, which integrates with Nvidia’s Agent Toolkit to manage enterprise‑grade agents. This restriction contrasts with rivals like Salesforce, which have taken a more permissive stance toward third‑party agents.

Financial markets have taken note. SAP’s shares, which have struggled amid what analysts call the “SaaSpocalypse,” showed a modest uptick after the announcement. The move also signals SAP’s broader commitment to generative AI: the company previously invested in Anthropic, Aleph Alpha and Cohere, and it has built its own relational pretrained transformer, SAP‑RPT‑1.

Prior Labs’ founders expressed optimism about the partnership. Hutter, posting on X, described the deal as a chance to turn the startup into “a globally‑leading frontier AI lab for structured data – in Europe, in the open.” The infusion of capital is expected to accelerate research velocity while preserving the independent culture that has driven the company’s rapid growth since its $9.3 million pre‑seed round led by Balderton Capital in early 2025.

Regulatory approval remains the last hurdle. Once cleared, SAP will integrate Prior Labs as an independent unit, ensuring that research continues at pace while SAP leverages the technology across its product suite. The collaboration aims to deliver AI that can pull data directly from tables, blend it with language understanding and apply domain‑specific reasoning—capabilities that could reshape how enterprises extract insight from their own information silos.