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CRWV's Harell Data Partnership Expands Its AI Training Opportunities
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Key Takeaways
CoreWeave is partnering with Harell Data to support AI training, fine-tuning and inference workloads.
Harell Data's "models-to-data" architecture lets developers use proprietary datasets without extracting them.
CoreWeave aims to serve specialized AI platforms, but faces competition from major hyperscalers.
AI increasingly requires more than computing power, with high-quality proprietary data becoming equally critical in specialized fields such as biotechnology, healthcare and scientific research. CoreWeave, Inc.’s (CRWV - Free Report) recent partnership with Harell Data highlights this shift and could create another avenue for growth for the AI-focused cloud provider. Harell Data plans to deploy its platform on CoreWeave Cloud to support AI model training, fine-tuning and inference workloads. The partnership combines CoreWeave’s GPU infrastructure with Harell Data’s approach to allowing AI developers to use proprietary datasets without directly accessing or extracting the underlying data.
A pressing challenge in AI development is the scarcity of high-quality, domain-specific datasets. Producing proprietary scientific data can require years of research and heavy investments. Moreover, data owners have faced a difficult choice between keeping valuable datasets locked away and providing access to AI developers, potentially losing control over how that data is used. Harell Data is attempting to address this problem through a "models-to-data" architecture. CoreWeave provides the infrastructure layer supporting these workloads, including NVIDIA A100 and Hopper GPUs.
CoreWeave has built its business around infrastructure optimized for AI workloads rather than competing primarily as a general-purpose cloud provider. That specialization is relevant for companies such as Harell Data, whose platform depends on accelerated computing. The partnership demonstrates CoreWeave's broader strategy of becoming the infrastructure beneath specialized AI platforms rather than relying exclusively on direct relationships with model developers.
However, competition is a major limitation. Hyperscalers including AWS, Microsoft Azure (MSFT - Free Report) and Alphabet Inc.’s (GOOGL - Free Report) Google Cloud have enormous GPU infrastructure investments and can offer increasingly sophisticated AI services.
How Does CRWV Stack Up Against Major Market Players?
Microsoft is capitalizing on AI business momentum and Copilot adoption while accelerating Azure cloud infrastructure expansion. Its AI investments are converting into measurable commercial traction across its stack. Multi-model flexibility, paired with continued access to OpenAI's frontier models under an IP arrangement extending to 2032, allows customers to optimize cost and performance while keeping Microsoft central to their AI infrastructure decisions. However, Microsoft’s August 2026 receipt of NVIDIA’s first production Vera Rubin GPUs and its June 2026 completion of the first Mount Pleasant data center facility show that infrastructure expansion is progressing, but they also illustrate the scale of investment needed to support demand.
Alphabet is expanding in cloud computing as enterprises adopt AI infrastructure, AI solutions and security products. In the second quarter, Google Cloud revenues increased 82% year over year to $24.77 billion, operating income rose to $8.81 billion and operating margin expanded to 35.6% from 20.7%. It continues to broaden its AI stack across models, developer tools, infrastructure and security. The Wiz acquisition expands Google Cloud’s security platform, with nearly 90% of Wiz customers using AI-powered security features and AI workloads scanned and protected rising more than 45% sequentially. This integrated portfolio gives Alphabet multiple paths to convert AI adoption into enterprise usage.
CRWV Price Performance, Valuation and Estimates
Shares of CoreWeave have slipped 31.4% in the past year compared with the Zacks Internet Software industry’s fall of 4.1%.
Image Source: Zacks Investment Research
On a price-to-book basis, CRWV’s shares trade at 7.74X, higher than the Internet Software Services industry’s 5.4X.
Image Source: Zacks Investment Research
The Zacks Consensus Estimate for CRWV’s earnings for the current year has been revised downward over the past 60 days.
View the Zacks #1 Rank List
Image: Shutterstock
CRWV's Harell Data Partnership Expands Its AI Training Opportunities
Key Takeaways
AI increasingly requires more than computing power, with high-quality proprietary data becoming equally critical in specialized fields such as biotechnology, healthcare and scientific research. CoreWeave, Inc.’s (CRWV - Free Report) recent partnership with Harell Data highlights this shift and could create another avenue for growth for the AI-focused cloud provider. Harell Data plans to deploy its platform on CoreWeave Cloud to support AI model training, fine-tuning and inference workloads. The partnership combines CoreWeave’s GPU infrastructure with Harell Data’s approach to allowing AI developers to use proprietary datasets without directly accessing or extracting the underlying data.
A pressing challenge in AI development is the scarcity of high-quality, domain-specific datasets. Producing proprietary scientific data can require years of research and heavy investments. Moreover, data owners have faced a difficult choice between keeping valuable datasets locked away and providing access to AI developers, potentially losing control over how that data is used. Harell Data is attempting to address this problem through a "models-to-data" architecture. CoreWeave provides the infrastructure layer supporting these workloads, including NVIDIA A100 and Hopper GPUs.
CoreWeave has built its business around infrastructure optimized for AI workloads rather than competing primarily as a general-purpose cloud provider. That specialization is relevant for companies such as Harell Data, whose platform depends on accelerated computing. The partnership demonstrates CoreWeave's broader strategy of becoming the infrastructure beneath specialized AI platforms rather than relying exclusively on direct relationships with model developers.
However, competition is a major limitation. Hyperscalers including AWS, Microsoft Azure (MSFT - Free Report) and Alphabet Inc.’s (GOOGL - Free Report) Google Cloud have enormous GPU infrastructure investments and can offer increasingly sophisticated AI services.
How Does CRWV Stack Up Against Major Market Players?
Microsoft is capitalizing on AI business momentum and Copilot adoption while accelerating Azure cloud infrastructure expansion. Its AI investments are converting into measurable commercial traction across its stack. Multi-model flexibility, paired with continued access to OpenAI's frontier models under an IP arrangement extending to 2032, allows customers to optimize cost and performance while keeping Microsoft central to their AI infrastructure decisions. However, Microsoft’s August 2026 receipt of NVIDIA’s first production Vera Rubin GPUs and its June 2026 completion of the first Mount Pleasant data center facility show that infrastructure expansion is progressing, but they also illustrate the scale of investment needed to support demand.
Alphabet is expanding in cloud computing as enterprises adopt AI infrastructure, AI solutions and security products. In the second quarter, Google Cloud revenues increased 82% year over year to $24.77 billion, operating income rose to $8.81 billion and operating margin expanded to 35.6% from 20.7%. It continues to broaden its AI stack across models, developer tools, infrastructure and security. The Wiz acquisition expands Google Cloud’s security platform, with nearly 90% of Wiz customers using AI-powered security features and AI workloads scanned and protected rising more than 45% sequentially. This integrated portfolio gives Alphabet multiple paths to convert AI adoption into enterprise usage.
CRWV Price Performance, Valuation and Estimates
Shares of CoreWeave have slipped 31.4% in the past year compared with the Zacks Internet Software industry’s fall of 4.1%.
Image Source: Zacks Investment Research
On a price-to-book basis, CRWV’s shares trade at 7.74X, higher than the Internet Software Services industry’s 5.4X.
Image Source: Zacks Investment Research
The Zacks Consensus Estimate for CRWV’s earnings for the current year has been revised downward over the past 60 days.
Image Source: Zacks Investment Research
CRWV currently carries a Zacks Rank #3 (Hold). You can see the complete list of today’s Zacks #1 Rank (Strong Buy) stocks here.