Amid the global surge of generative AI, enterprise software giant SAP has made a major strategic move. To address the shortcomings of AI in handling core business processes, SAP announced the acquisition of Prior Labs, a German startup just 18 months old, and plans to invest around 1 billion euros (approximately 1.16 billion U.S. dollars) over the next four years to establish it as a leading AI lab focused on structured data.

Accessing the core of enterprise data: from text to tables

Although large language models (LLMs) perform well in dialogue and content creation, they often struggle with handling core internal corporate data such as financial statements, human resources records, and supply chain databases. The founding team of Prior Labs—Frank Hutter, Noah Hollmann, and Sauraj Gambhir—focuses on developing "table-based models" (TFMs). These models can extract logic and make predictions directly from databases and tables, aligning closely with SAP's extensive accounting, procurement, and reimbursement management systems.

It is reported that Prior Labs' TabPFN series of open-source models have been downloaded more than 3 million times by developers. SAP's acquisition not only aims to gain cutting-edge technology but also to seize a strategic advantage in structured data prediction in the global AI competition.

Ecosystem "moat": strict restrictions on access to agents

While expanding aggressively, this European software giant has also shown a firm defensive stance. Industry observers found that SAP recently updated its API policy, explicitly prohibiting unauthorized third-party AI agents (such as OpenClaw) from accessing its product data.

Currently, only architectures labeled with "SAP endorsement" are allowed to connect. This includes SAP's own Joule agent, as well as NemoClaw built on NVIDIA technology. By deepening its partnership with NVIDIA, SAP is trying to build an AI ecosystem that is both secure and controlled and possesses enterprise-level performance.

Strategic counterattack against the "SaaS crisis"

Since 2026, influenced by the so-called "SaaS doomsday" theory, the stock prices of major enterprise software companies have faced considerable pressure. SAP's significant investment is aimed at demonstrating its determination for technological transformation. Company executives stated that Prior Labs will operate as an independent department to maintain its research vitality, while SAP will be responsible for quickly transforming its research outcomes into commercial products.

Compared to Salesforce's completely open architecture model, SAP has taken a more conservative and vertical approach. By integrating Prior Labs' structured data capabilities with the interaction capabilities of the Joule agent, this veteran company is trying to redefine the rules of enterprise software in the AI era. Currently, the acquisition still awaits final regulatory approval.