Secure committed access to frontier video-generation models, or bring open-weight foundation models into your own infrastructure — engineered, operated, and supported by a team with direct channels to the model developers.
When quota for a frontier video-generation model is undersupplied, the cost of uncertainty is measured in delayed launches and broken commitments to your own customers. We convert scarce availability into contractual supply.
Under authorised distribution arrangements anchored in Hong Kong, we reserve defined inference capacity for your organisation over a fixed term — sold to customers operating outside mainland China.
Prepayment-backed agreements that lock supply and pricing ahead of demand spikes. Our anchor customers have already committed eight-figure HKD prepayments under this model.
Ongoing management of your allocation against actual usage, with a direct escalation path to the upstream provider when requirements change.
Contracts governed by internationally familiar commercial frameworks, structured for cross-border procurement by regional and global enterprises.
Open-weight foundation models at the frontier now ship with hundreds of billions — even trillions — of parameters. Running them in production is a systems-engineering problem: multi-terabyte memory footprints, mixture-of-experts scheduling, quantisation, and inference optimisation.
End-to-end bring-up of open-weight models in your data centre or cloud environment — hardware planning, runtime stack, quantisation strategy, and production hardening.
Day-2 operations for GPU inference clusters: monitoring, capacity planning, incident response, and lifecycle management under agreed service levels.
Throughput, latency, and cost tuning for large mixture-of-experts models — batching strategy, KV-cache management, and hardware-specific optimisation.
Managed upgrades as new model versions are released, with direct engineering communication to the model developers — faster answers than public channels can provide.
| Model | Structure | Best Suited For |
|---|---|---|
| Capacity Commitment | Prepaid, committed quota over a fixed term, with agreed service levels. | Platforms and enterprises whose products depend on guaranteed video-generation throughput. |
| Deployment Project | One-time project fee covering assessment, implementation, and production handover. | Data centres, cloud providers, and enterprises standing up open-weight models for the first time. |
| Operations Subscription | Annual SLA-backed subscription covering operations, optimisation, upgrades, and vendor liaison. | Organisations that need production reliability without building a specialist in-house team. |
