Stormesh

Turning Storage Into Scalable AI Compute.

More Throughput. Higher Security. Less Compute Waste.

View Models
~90%
Cache Hit Rate
20%
Inference Cost
Instant
Inference Optimization

HIGHER Token Throughput

Powered by Semantic Cache

  • Reuse inference states across requests
  • Reduce repeated GPU computation
  • Boost token generation efficiency by 10x
Context compression illustrated by compressed AI context tokens

Save Up to 80%
on Input Tokens

BETTER Context Compression

to Reduce Input Tokens

  • Intelligent context compression for workloads with high input-to-output ratios
  • Dedicated long-term memory
  • Save 80%+ of input tokens by replacing redundant context with persistent memory
  • Ideal for Coding, AI Companions, Agent Workflows, Office Automation, and Research

HIGHER Security

Enabled by Private Cache Isolation

  • Dedicated private cache architecture
  • Isolated storage for enterprise workloads
  • Secure handling of prompts and inference states

LOWER Cost

Through Minimized Compute Waste

  • Avoid repeated prefill and long-context processing
  • Shift repeated inference from GPU to storage
  • Optimize cost and speed with intelligent routing across providers
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