Doubleword
    Inference Stack

    Inference Built For Scale At Every Level of the Stack

    Lowest cost tokens on the market. Engineered from hardware to orchestration for throughput and efficiency.

    Most providers optimize for latency. We optimize for scale and cost.

    The Doubleword Stack

    Five layers, each independently optimized for throughput.

    Stack Layers

    Gateway

    The world's highest performance model gateway

    Every request flows through our open-source Control Layer — a Rust-based model gateway with 450× less overhead than LiteLLM. It handles routing, access controls, logging, and monitoring at scale.

    Multi-model routing
    Access controls & auth
    Logging & monitoring
    Scheduling & Orchestration

    Intelligent workload distribution

    When processing billions of tokens, how you schedule and distribute work matters enormously. Our orchestration layer maximizes utilization across the fleet, ensuring our GPUs are never idle so our customers can benefit from very low token costs.

    Priority-based queue management
    Demand smoothing & load balancing
    Autoscaling
    Accelerated model loading
    Runtime Engine

    Optimized inference with minimal overhead

    Our runtime is where raw performance gets unlocked. We build on top of leading open-source inference engines — TensorRT-LLM, SGLang, vLLM, Dynamo — and layer in Doubleword's own throughput-focused optimizations. Each independently improves performance. Together, they compound.

    Continuous batching
    Memory-efficient attention
    KV-cache optimization & compression
    High throughput via ZeroDP
    Queue reordering for cache hits
    Doubleword's Technical Blog
    Model

    Maximum intelligence per dollar

    We select and configure models to maximize quality at minimal compute. We benchmark aggressively to ensure our models match the intelligence of leading providers at a fraction of the cost.

    Hardware

    Flexible, cost-optimized infrastructure

    We're not locked into a single cloud or GPU. Our hardware strategy captures cost advantages that vertically integrated providers can't.

    Right accelerator per workload
    Multi-provider cost optimization
    Disaggregated inference
    Strategic spot instance usage

    Every layer compounds to provide cheaper inference at scale.