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Base Compute

Builds runtimes and infrastructure for on-device AI inference, optimizing performance for specific hardware and models.

www.basecompute.coMLOpsJul 2026Melbourne, Australia1-10Base Compute Pty. Ltd.

An AI inference lab building runtimes and infrastructure that enable powerful AI models to run on-device, solving latency, privacy, and cost issues associated with cloud-based inference. It sells to developers, IT teams, and enterprises seeking on-premise, hybrid, or air-gapped AI deployment. The approach is differentiated by hardware-specific optimization, achieving significant speedups over alternatives like llama.cpp and MLX, and by offering a zero marginal cost model once deployed on existing hardware.

Key features

  • Prefill up to 6.4x faster than llama.cpp
  • Decode up to 1.33x faster than MLX
  • On-device inference for privacy
  • Zero marginal cost per token
  • On-premise, hybrid, or air-gapped deployment
  • Automated research pipelines
  • GPU kernels tuned per hardware and model
  • X0.2/day
GTM channels
  • Blog
  • Community
ICP
  • Software developers
  • Engineering teams
  • Enterprises