Build AI infrastructure with clear control and evidence.

Questions from public sector infrastructure teams

• Which public sector infrastructure projects can we discuss with Aviz?−
  Start with an organization-owned or controlled GPU cluster, data center network, SONiC modernization or observability requirement. Aviz will review the technical design, operating boundaries and delivery model with your team or systems integrator. The project scope determines the products, integrations and evidence required.
• Can the software run in an environment we control?+
  Aviz offers customer-managed deployment options for the relevant products. The architecture review establishes the exact placement, management interfaces, telemetry destinations and any external dependencies. For AI-assisted operations, agree the permitted model endpoint and data path as part of that review.
• How do we evaluate a restricted-connectivity requirement?+
  Define what connectivity is permitted for deployment, authentication, package delivery, updates, monitoring and support. Aviz will assess the selected product versions and document a supported plan. Treat restricted operation as an environment-specific engineering requirement to validate before production.
• Can our team retain control over changes?+
  Yes. Agree the operator roles, permitted actions and approval process during scoping. Start AI-assisted workflows with read-first investigation and evidence collection. Any action that changes infrastructure should follow the process defined for your deployment, including its recovery and audit requirements.
• What evidence can our security and architecture teams review?+
  A scoped engagement can provide the selected component and version inventory, deployment and integration documentation, validation results, known issues and operating runbooks. Agree additional review artifacts and acceptance criteria at the start. Your authorization and security teams determine which evidence is sufficient for the complete system.
• How is telemetry handled?+
  Specify the allowed collection points, fields, destinations and retention rules for each product. AI-Parser supports privacy-oriented handling such as prompt fingerprints and hashed API-key identities; the selected configuration still needs review. We validate the data path and export requirements with your team.
• Can different organizations share infrastructure with separate network boundaries?+
  Supported designs can use tenant segmentation and service-edge policies to separate network contexts. The complete boundary also depends on compute, storage, identity and platform controls. Aviz helps define and test the networking portion with the teams responsible for the other layers.
• Is NVIDIA DSX Air suitable for every project?+
  DSX Air is a cloud-hosted simulation service. Use it only with a topology and access model approved for that environment. Where cloud simulation is unsuitable, scope other design review and physical validation activities. Simulation and physical acceptance answer different engineering questions.
• What support and training can be included?+
  Aviz forward-deployed engineers can assist with design, integration, validation and handoff. Agree the support coverage, access process, escalation contacts and knowledge transfer in the engagement. SONiC training and certification are also available for teams adopting supported open networking.
• How do we start a technical evaluation?+
  Bring your target architecture, deployment boundary, required approvals and the operating problem you want to address. We will define a supported scope with your infrastructure and security teams, identify the evidence needed, and agree how to evaluate it before a broader rollout.