01

Operational boundaries

Assign ownership for infrastructure, models, knowledge, integrations, and security before handover.

Version baseline

Record drivers, runtime, framework, model, and configuration.

Monitoring

Define metrics, thresholds, notifications, and response ownership.

Backup and rollback

Test recovery for configuration, data, and version changes.

Change control

Assess upgrade impact and preserve operation and approval records.

02

Four acceptance domains

Agree on success before procurement and delivery—not at the end of the project.

Function

Model loading, streaming, multi-turn, authentication, and APIs.

Performance

First-token latency, output rate, concurrency, context, and stability.

Security

Network, access, logs, model, and data protection.

Operations

Startup, recovery, monitoring, backup, upgrade, and rollback.

BOOK A 30-MINUTE ASSESSMENT

Define the workload before choosing models and compute

Share your target model, users, data boundary, and current environment. We will map capacity limits, delivery steps, and acceptance criteria.

Request an assessment +86 139 2521 1225