Software as a Service · Hong Kong

Distributed compute
infrastructure for
the AI era.

Quant Mesh Limited builds software that turns fragmented GPU capacity into a single, programmable mesh: orchestration, inference and training delivered as a service through one OpenAI-compatible API.

Compute model
Distributed mesh
Interface
OpenAI-compatible API
Delivery
Cloud SaaS

What we do

One platform across the AI compute lifecycle

Quant Mesh is delivered entirely as software: a managed SaaS layer that schedules, routes and observes AI workloads across a distributed network of accelerators.

Compute orchestration

Schedule and route workloads across heterogeneous GPUs, from a single device to full data centres. The mesh allocates capacity to where it is most productive: no idle silicon, no lock-in.

  • Scheduling
  • Routing
  • Autoscaling

OpenAI-compatible API

Build on decentralised infrastructure without rewriting a line. A drop-in, standards-aligned API surface keeps your stack portable.

Inference & training

Run low-latency inference and large-scale training on the same fabric, with workload isolation and predictable throughput.

Observability & control

Real-time telemetry across the mesh (utilisation, latency and cost) with policy controls that keep every workload accountable and auditable.

  • Telemetry
  • Cost controls
  • Audit logs

How it works

A programmable mesh, from edge to cluster

Capacity joins the network, the platform verifies and meshes it, and your application consumes it through a single endpoint. Software does the rest.

  1. 01

    Aggregate

    Accelerators of any size connect to the mesh. Each node is fingerprinted and continuously health-checked before it receives traffic.

  2. 02

    Orchestrate

    The scheduler places each workload on the most suitable capacity, balancing latency, locality and cost in real time.

  3. 03

    Serve

    Applications call one OpenAI-compatible endpoint. Routing, failover and scaling are handled by the platform, invisibly.

  • 100% Software-defined, vendor-neutral
  • 1 API OpenAI-compatible surface
  • 24/7 Continuous health-checked mesh
  • Global Distributed across regions

The company

Built and registered in Hong Kong

Quant Mesh Limited is a software company headquartered in Sheung Wan, Hong Kong. We design and operate Software-as-a-Service for AI compute infrastructure, serving developers and enterprises building on distributed accelerators.

Our business is entirely software: we license access to our platform on a subscription and usage basis. We do not provide financial services or custody of client assets.

Legal name
Quant Mesh Limited
Nature of business
Software as a Service (AI compute infrastructure)
Jurisdiction
Hong Kong SAR, China
Registered office
Unit A, 22/F, Wing Cheong Commercial Building,
23 Jervois Street, Sheung Wan, Hong Kong

Contact

Let’s talk about your workloads

For partnerships, platform access or business enquiries, reach our team directly. We respond to every legitimate request.

Email [email protected]
Registered office Unit A, 22/F, Wing Cheong Comm. Bldg.,
23 Jervois St., Sheung Wan, Hong Kong