
WEKA has introduced NeuralMesh, a groundbreaking software-defined storage system designed to support the demands of agentic AI and real-time reasoning. Unveiled at SuperAI 2025, NeuralMesh features a dynamic mesh architecture that optimizes AI infrastructure, enabling enterprises to build scalable AI factories and token warehouses with microsecond latency and enhanced resilience.
NeuralMesh delivers microsecond-latency data access for AI workloads.
Self-healing architecture strengthens as it scales to exabytes.
Supports bare metal, cloud, hybrid, and multicloud deployments.
Boosts GPU utilization by up to 93% for faster AI model training.
Intelligent monitoring optimizes performance automatically.
Cuts AI infrastructure costs while enhancing scalability and efficiency.
The rise of agentic AI and real-time reasoning is pushing traditional data architectures to their limits, causing latency and rising costs as GPUs idle. NeuralMesh addresses these challenges with a containerized, microservices-based architecture that adapts to AI workloads, delivering consistent performance and scalability from petabytes to exabytes. Unlike traditional systems that degrade under pressure, NeuralMesh grows more powerful and resilient as data demands increase.
NeuralMesh offers five critical features: lightning-fast data access in microseconds, self-healing infrastructure that rebuilds in minutes, deploy-anywhere flexibility across diverse environments, intelligent performance optimization, and enterprise-grade security without performance trade-offs. These capabilities ensure AI teams can train models faster, deploy intelligent agents, and scale infrastructure seamlessly without costly overhauls.
NeuralMesh enables AI companies to deploy agents that reason and respond instantly, giving them a competitive edge. Hyperscale and neocloud providers can serve more customers with guaranteed performance, while enterprises can integrate AI-driven automation across operations. For example, Stability AI reported 93% GPU utilization and a 1.5x increase in cloud storage capacity at 80% of previous costs using WEKA’s solutions.
"WEKA delivers exceptional performance density in a compact footprint at a very cost-effective price point, enabling us to customize AI storage solutions for each of our customers' unique requirements," said Dave Driggers, CEO and cofounder at Cirrascale Cloud Services.
"Nebius' mission is to empower enterprises with the most advanced AI infrastructure available," said Arkady Volozh, founder and CEO of Nebius. "Our collaboration with WEKA enables us to offer outstanding performance and scalability, so that our clients can harness the full potential of AI to drive innovation and accelerate growth."
"With WEKA, we now achieve 93% GPU utilization during AI model training and have increased our cloud storage capacity by 1.5x at 80% of the previous cost," said Chad Wood, HPC Engineering Lead at Stability AI.
Built on over 140 patents and a decade of development, NeuralMesh evolves WEKA’s high-performance data platform into a revolutionary solution for the AI era. Its intelligent, adaptive design meets the unpredictable demands of modern AI workloads, supporting exascale growth and enabling real-time reasoning for agentic AI applications.
"WEKA is not just making storage faster. We've created an intelligent foundation for AI innovation that empowers enterprises to operationalize AI into all aspects of their business," said Ajay Singh, Chief Product Officer at WEKA.
NeuralMesh is currently in limited release for enterprise and large-scale AI deployments, with general availability planned for fall 2025. This innovative platform positions WEKA as a leader in enabling enterprises to harness AI for transformative business outcomes.
WEKA is transforming how organizations build, run, and scale AI workflows through NeuralMesh™, its intelligent, adaptive mesh storage system. Unlike traditional data infrastructure, which becomes more fragile as AI environments expand, NeuralMesh becomes faster, stronger, and more efficient as it scales, growing with your AI environment to provide a flexible foundation for enterprise AI and agentic AI innovation. Trusted by 30% of the Fortune 50 and the world's leading neoclouds and AI innovators, NeuralMesh maximizes GPU utilization, accelerates time to first token, and lowers the cost of AI innovation.