Bridging compute operations to
Agent applications
We don't sell GPU hours. We sell deterministic cost per million tokens and deterministic Agent execution.
Token production, distribution, and applications on one full-stack platform.
Three Core Product Layers
End-to-end capabilities from compute to applications, spanning the full Token lifecycle
Inference
A proprietary heterogeneous compute base with high-performance inference for leading open-source models, turning compute into Tokens efficiently. Agent-native KV data plane and cross-architecture tiered scheduling continuously drive down per-token cost.
Learn moreTaaS Platform
One interface to access every model. A unified OpenAI-compatible API that aggregates your own capacity with third-party providers, with intelligent routing, metering and billing, observability, and risk control.
Learn moreAgent Platform
Turn Tokens into real business value. Agent runtime, model-tool collaboration, and multi-agent task orchestration across everything from conversations to complex tasks.
Learn moreWhy Choose Us
Lower cost and higher efficiency through self-owned compute and Agent-native optimization, with stable cross-architecture delivery that closes the loop from compute to application.
Self-Owned Compute + Token Pricing
Self-owned compute sets the cost baseline. Pricing by Tokens rather than GPU hours lets software efficiency, not hardware economics, define the profit ceiling. Cost control plus software efficiency together determine Token margin.
Purpose-Built for Agent Workloads
Existing Token production systems were designed for chat workloads, yet 95% of demand now comes from Agents. The Agent-native KV data plane is optimized for long sessions, high prefix reuse, and burst fan-out, and cache hit rates can cut effective compute cost by 80-90%.
Cross-Architecture Production Delivery
Teams that can run NVIDIA and non-NVIDIA hardware reliably on the same production system are rare. Cross-architecture prefill/decode (PD) separation and KV transfer remain the one area without an off-the-shelf answer, and the hardest capability to replicate.
Closed-Loop Business Model
The Agent application layer provides a predictable base load that pushes utilization past the break-even line, while self-owned compute brings cost control. Revenue from both ends accrues to the company, competing neither on GPU-hour price with neoclouds nor on unit price with Token platforms.
End-to-End Business Loop
From the heterogeneous compute base to Agent application scenarios, Tokens flow through production, distribution, and application, forming a complete value channel.
Customer Scenarios
Wherever you sit in the AI value chain, we provide an efficient Token channel.
Ready to get started?
Whether you need API access or a deeper partnership, our team is ready to help.