Model Hosting

Turn model products into stable, manageable APIs

Model Hosting covers more than starting an inference process. We plan to organize model files, runtime environments, compute resources, gateway routing, version releases, and operational monitoring into sustainable operations.

View current platform models Managed service in preparation
Planned delivery path
Model productsModel weights · Configuration · Licensing
Inference runtimeEngine · Dependencies · Images
Compute instanceResources · Instances · Elasticity
Nexus APIAuthentication · Routing · Metering
Metrics & LogsAccess ControlOperational Assurance
Delivery options

Choose hosting by isolation, capacity, and network requirements

Here's how we plan the service to look. Actual availability regions, instance specs, prices, and service levels will be announced once infrastructure and supply scenarios are confirmed.

SHARED

Shared elastic services

Built for fluctuating traffic and fast starts. The platform schedules compute resources and request capacity for you.

  • Billed by call or resource usage
  • Unified API identification with each model
  • Suitable for development, testing, and small to medium production
DEDICATED

Exclusive inference instances

Dedicated instances and resource configurations for a single customer. Suitable for stable workloads, predictable performance, and stricter isolation requirements.

  • Specify instance specifications and replicas
  • Dedicated capacity and publishing windows
  • Suitable for core production workloads
PRIVATE

Private network deployment

Planned for enterprise scenarios. Availability depends on a network, security, and data-boundary assessment for your own environment or controlled network access.

  • Network and access policy assessment
  • Corporate identity and audit integration
  • Project-level infrastructure boundaries
Operations

After you go live, the service really starts

Model Hosting centers on continuous operation and observability, not one-time server delivery.

6Operational management dimensions planned
01

Resources & Performance

Instance specs, replicas, concurrency, unified batching strategy records, and capacity headroom.

02

Versions & Releases

Versioning for model artifacts and runtime environments, with support for canary, rolling, and rollback releases.

03

Metrics & Logs

Observe request volume, latency, error rate, resource utilization, and model-level call records.

04

Resilience & Recovery

Scale replicas with traffic and health, and replace or recover faulty instances.

05

Isolation & Safety

Protect services with access credentials, network boundaries, least-privilege permissions, and audit records.

06

Cost & Capacity

Separate fixed resources from volume-based consumption, and continuously assess performance targets against resource costs.

Service lifecycle

From model files to controlled publishing

Every managed project completes access assessment, runtime adaptation, and performance acceptance — so unverified models never reach production traffic.

  1. 01Access Assessment

    Confirm the model source, licensing, file format, scale, and target traffic.

  2. 02Runtime adaptation

    Select the inference engine, dependency versions, precision, and hardware configuration.

  3. 03Performance Acceptance

    Complete loading, interface, quality, concurrency, and stability testing.

  4. 04Controlled publishing

    Group model IDs, access policies, quotas, and gateway routing.

  5. 05Ongoing Operations

    Monitor the service, manage versions, and adjust capacity to actual usage.

What to prepare

Four things to clarify before onboarding

Models & Licensing
Model name, source, usage license, weight format, parameter size, and calibration details
Operating Environment
Framework, inference engine, dependency versions, precision, quantization, and custom code
Service goals
Context length, concurrency, latency, throughput, availability, region, and estimated traffic curve
Security Boundary
Access subjects, data types, network requirements, log retention, and compliance restrictions
Managed access boundaries

The platform plans to accept only model products with clear sources, complete authorization, and compliance with our acceptable use policies. Models containing unknown custom code, unlicensed content, or anything that fails security checks will not enter the hosting environment.

View Acceptable Use Policy
Model hosting inquiry

Submit model hosting requirements

Tell us about your model, runtime environment, and service goals so we can confirm the resources, network, and delivery method.

How it works
Inquiries reach our operations team and are handled in the order they arrive.
Helpful to include
Business goals, current stage, data readiness, and traffic or resource estimates
Current access

Before Model Hosting opens, use the unified API

Current models connect to the same gateway. You can view specs, pricing, and access details directly in Models.