SENXOS / MODEL DEPLOYMENT

Run AI where it fits your business.

Compare model APIs, dedicated environments and private deployment against data constraints, model needs and budget. Plan selection, validation and operation together.

Model Deployment & Compute Integration

Compare model APIs, dedicated environments and private deployment against data constraints, model needs and budget. Plan selection, validation and operation together.

01

External model APIs

For initial validation or usage-based access. Check capabilities, regions, data terms, rate limits and fees.

02

Dedicated cloud environment

Plan project-specific resource and network separation, regions, administrative access, backups and responsibilities.

03

Internal or designated infrastructure

Assess hardware, model licensing and external dependencies, then validate performance, cost and operation.

Validate the workload before choosing the configuration.

  1. 01

    Tasks & models

    Compare models against tasks, languages, data and output requirements.

  2. 02

    Data & environment

    Map flows, regions, access and external dependencies.

  3. 03

    Performance & cost

    Test quality, response time, capacity and cost with representative workloads.

  4. 04

    Deployment & handover

    Document versions, monitoring, rollback and operation.

Cooperation in progress

Expanding options for model operation and application validation.

We are advancing discussions with compute resource providers in Wuhan to expand model operation, application validation and deployment support. Resources and service scope will be confirmed as cooperation progresses.

Model Deployment & Compute Integration

Do we need to buy GPUs?

Not necessarily. Assess workload, data requirements and cost before comparing model APIs, dedicated cloud and private deployment.

Can we use our existing infrastructure?

We can assess hardware, networks, model licensing and operations before defining the architecture and validation scope.

Can we order compute capacity now?

This page describes deployment assessment and integration, not a compute marketplace. Wuhan compute cooperation is in progress; available resources and scope remain to be confirmed.

Data Security & Encryption

Discuss model deployment

Compare model APIs, dedicated environments and private deployment against data constraints, model needs and budget. Plan selection, validation and operation together.

Discuss model deployment