Everpure Announces New Data Management Capabilities for Production AI at Scale
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Platform innovations give enterprises governed access to their data and predictable AI costs as they move AI from pilot to production.

"Enterprise AI is hitting a wall not because the models are lacking, but because data is not ready for real-time, autonomous agents," said
Making Enterprise Data Management Simple and Secure
Enterprises deploying AI agents often struggle to give them reliable, governed access to data across the business, limiting how much those agents can actually achieve. Everpure Data Intelligence solves this by discovering, classifying, and contextualizing enterprise information at its source—spanning the Everpure Platform, public clouds, SaaS applications, and third-party storage. Building on this, new capabilities give autonomous agents and administrators direct, secure access to live enterprise context without custom API work:
- Native MCP Integration: Implements the open Model Context Protocol (MCP) so AI agents and security tools can query live data catalogs using natural language. Agents can now find relevant data and understand its sensitivity class as an input to AI, Agent Workflows, and Analytics.
- Turn-Key Deployment: Streamlines deployment without complicated professional services engagements through the existing Pure1 console and accelerates time-to-value without the operational overhead of setting up separate management servers.
- Privacy-First File Intelligence: Shows who can access each file share and how stale it is, without ever reading file content, so teams can fix exposure and reclaim capacity before opening shares to AI agents.
Delivering AI Performance, Next-Gen Efficiency, & Cost Predictability
In order to support growing workloads from archive to AI, Everpure is expanding the bounds of performance and capacity efficiency in a non-disruptive way. The new capabilities bring high-performance AI execution directly to data at the source and deliver production speed without ever moving data from its system of record:
- Accelerated LLM Inference via PureKVA (Key-Value Accelerator): Everpure FlashBlade now pre-stages context directly into GPU memory to deliver up to 20x faster Time to First Token (TTFT). Supports enterprise multi-tenancy with zero dataset relocation, eliminating GPU idle time, increasing token throughput, and decreasing response lag for real-time apps.
- Always-On DeepReduce Data Compression: Scans storage blocks continuously across FlashBlade systems to find sub-block data similarities that traditional deduplication misses, even on pre-compressed content. Usable storage capacity expands automatically without impacting write performance or requiring manual scheduling, significantly reducing hardware footprint and cross-cloud expenses.
- Intelligent Token Optimization Reference Architecture: Given the need for enterprises to own their own data and optimize AI spend, Everpure now delivers a reference architecture using open weight models. This allows more control over data and predictable AI costs, cutting overall API token usage from external providers.
Individually, these capabilities close specific gaps in simplicity, security, performance, and cost. Together, they give enterprises a single, continuously updated foundation for managing their data and running AI in production, built to keep pace as agentic workflows scale. Because these capabilities classify what data is sensitive and who touches it, they also strengthen cyber resilience, since the same context that makes data safe for AI to use is what determines how it gets protected and what gets recovered first. The new capabilities announced today will be available this October.
Additional Resources
- Executive Perspective: From Data Processing to Data Primacy: The Agentic Inversion of Work and IT Architecture
- Press Release: Everpure Unveils Data-Primacy Architecture for the AI Era (
June 2026 ) - Blog: Your AI Strategy Is Stuck Behind Your Application-Centric Architecture
About Everpure
Everpure (NYSE: P) allows organizations to take control of their data with an industry-leading, ever-evolving storage and data management platform. We help companies unleash the power of their data by ensuring it is accessible, intelligent, and ready to perform in the AI era. We make data management effortless while simultaneously scaling performance and significantly reducing energy consumption. With one of the highest Net Promoter Scores for over a decade, Everpure is the choice of the world's most innovative organizations. For more information, visit www.everpuredata.com.
This press release contains forward-looking statements regarding Everpure's business and product roadmap. The timing, development, and release of any Everpure product, feature, or functionality described remain at Everpure's sole discretion. The material provided is for informational purposes only and is not a commitment, promise, or legal obligation to deliver any material, code, or functionality. It should not be relied upon in making purchasing decisions, nor incorporated into any contract. Discussed performance metrics are informational and not a promise of performance; results may differ materially from those provided herein based on variances in deployed environmental and dataset conditions.
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SOURCE Everpure
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