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SAP invested US$1.16 billion to build its own AI laboratory and blocked third-party agents such as OpenClaw

SAP acquired Prior Labs for US$1.16 billion to build a structured data AI laboratory, and also established an Agent whitelist mechanism to only recognize Nvidia NemoClaw-OpenClaw and other unauthorized agents are officially banned.

WayToClawEarn EditorialPublished May 6, 2026Updated Aug 8, 2026

Editorial review of public sources · AI-assisted drafting. How we work · Original source

Core conclusion

On May 5, 2026, German enterprise software giant SAP announced a major AI investment: acquiring the 18-month-old German AI startup Prior Labs for approximately US$1.16 billion (€1 billion), and will continue to invest in the next four years to build it into a cutting-edge AI laboratory for structured data. At the same time, SAP has made it clear that it will strictly restrict AI Agents from accessing its API ecosystem - only a few agents with "SAP-approved architecture" such as Nvidia NemoClaw are allowed to enter, which means that OpenClaw and other unauthorized Agent technologies are officially blocked.

Key Points

  • Event Time: 2026-05-05 (Exclusively reported by TechCrunch)
  • Involving protagonists: SAP, Prior Labs (TabPFN model), Nvidia NemoClaw
  • Core changes: SAP spent US$1.16 billion to deploy structured data AI and established a "whitelist" mechanism for Agent access.
  • Impact on the content/automation industry: Enterprise-level Agents will be differentiated - large enterprise ecosystems tend to be closed, and small and medium-sized enterprises need to find alternatives

Background: SAP’s AI anxiety

SAP shares have experienced a significant decline since 2026, in part due to market doubts about its place in the AI wave. SAP CFO Dominik Asam admitted in a previous earnings call: "The key is whether SAP can integrate these technologies into our R&D portfolio as quickly as possible to maintain its relative scale advantage."

This anxiety is not unfounded. As one of the world’s largest enterprise software companies, SAP’s core products such as ERP, finance, HR, and procurement rely on structured data—but this is precisely the weak link of traditional LLM. As SAP CTO Philipp Herzig said in a statement: "SAP recognized early on that the greatest untapped opportunity for enterprise AI was not large language models, but AI built for structured data."

Key Transaction Details

DimensionsDetails
Transaction amount€1 billion (approximately $11.6 billion), invested in phases within four years
Cash partOver $5 billion in one-time cash payment to the founding team
Target companyPrior Labs (Freiburg, Germany), only 18 months old
Core TechnologyTabPFN Series - Tabular Foundation Model designed specifically for tabular data
FoundersFrank Hutter, Noah Hollmann, Sauraj Gambhir
Open Source StatusPrior Labs will remain an independent operation and TabPFN will continue to be open source
Model downloadsThe TabPFN series has been downloaded more than 3 million times by developers

Agent ecological "whitelist" signal

In response to TechCrunch, SAP clearly cited its Master Subscription Agreement, which stipulates that SAP product APIs only allow access to AI Agents that have passed the "SAP Approved Architecture." The currently recognized Agent architecture is Nvidia's NemoClaw - an Agent management toolkit based on Nvidia's LangGraph that is deeply modified and oriented to enterprise security scenarios.

This means:

  • Closed Ecosystem vs. Open Ecosystem: SAP has chosen the completely opposite path of Salesforce. Salesforce gives businesses the freedom to choose among their own Agent platforms, including OpenClaw.
  • Enterprise Agent Watershed: Large ERP vendors are building their own Agent moats, and openness will become an important indicator for enterprise selection.
  • NemoClaw's strategic value: With the absolute advantage of GPU, Nvidia is extending its influence from the hardware layer to the Agent framework layer.

— AI agent ecosystem comparison

Investment details: Why is Prior Labs worth 1.16 billion?

Prior Labs' core asset is the TabPFN family of models. Unlike traditional LLM, TabPFN specifically solves the problem of forecasting on tabular data—a daily requirement for the hundreds of thousands of enterprise customers that SAP covers.

Balderton partner James Wise called the deal "one of the largest VC exits ever in Germany." Prior Labs founder Frank Hutter said that with SAP's "huge boost", Prior Labs is expected to become "Europe's first globally leading structured data cutting-edge AI laboratory and remain open."

Notably, the cash portion of the deal, over $500 million, was paid directly to the founding team. It's an extremely healthy exit for a team that's only been around for 18 months.

Impact on Agent/Automation Practitioners

For readers of WayToClawEarn—especially those who use AI agents and automated tools for content production—this news sends several key signals:

  1. Enterprise Agents will be differentiated: The Agent paths of large enterprises (SAP customers) will be locked, while small and medium-sized enterprises may not be affected.
  2. There is still huge room for open source Agent: SAP’s closed strategy just proves the commercial value of Agent
  3. Structured data AI is the next trend: The direction of TabPFN deserves attention

— structured data AI trends

Related extended information

Tool entry

Tools and platforms that naturally appear in this article include: OpenClaw, SAP, Nvidia, NemoClaw, LangGraph

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