SAP to buy Prior Labs and invest €1B to build tabular AI lab; narrows agent access to endorsed stacks

SAP said it intends to acquire Prior Labs and, subject to regulatory approval, will invest €1 billion (about $1.16 billion) into the company over the next four years to develop an AI lab dedicated to structured enterprise data. The company declined to disclose the headline purchase price; industry sources say the exit included a large upfront cash component to the founders.

Prior Labs was founded roughly 18 months ago by Frank Hutter, Noah Hollmann and Sauraj Gambhir and specializes in tabular foundation models (TFMs) — models trained to make predictions from tables and databases rather than free text. The startup’s TabPFN model series has attracted developer traction, and some reports describe the deal as “almost all cash,” with well over half a billion dollars paid up front to the founders.

SAP framed the acquisition as a way to accelerate enterprise — grade AI for accounting, HR, procurement and other back-office workflows that depend heavily on structured data. Bringing Prior Labs’ TFMs into SAP’s engineering programs could shorten the path to product integration for ERP and related systems that must interpret and act on database tables.

The deal follows a pattern of SAP investments and internal AI development. The company has previously deployed capital into multiple generative AI players and has produced its own models, including a relational pretrained transformer (SAP‑RPT‑1). Executives have emphasized that speed of adoption is critical to preserving SAP’s economies of scale amid recent market pressure on the company’s stock.

Concurrently, SAP is tightening which external agent technologies can access its products via API. Under the updated policy SAP will prohibit AI agents except when they conform to a set of SAP‑endorsed architectures. Authorized options include SAP’s Joule Agents (currently in beta) and agent frameworks that are compatible with NVIDIA’s Agent Toolkit. Because NemoClaw is built on NVIDIA’s Agent Toolkit, SAP customers will be able to run NemoClaw agents under the new policy; other agent systems that are not explicitly approved will be blocked. Industry reporting flagged this change as a notable shift in how SAP will manage third‑party agent integrations.

For builders and enterprise customers the combined moves carry practical implications: the acquisition offers SAP a faster route to TFMs tailored to tables and databases, potentially speeding integrations for ERP and back‑office use cases, while the narrowed agent whitelist forces vendors and integrators to align with SAP‑endorsed stacks for security, compliance and support. Broader integration timelines will depend on regulatory clearance and how Prior Labs is assimilated into SAP’s R&D plans.