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Cloud, Platform and AI Infrastructure

We improve deployment, visibility and operations, and set up model services in your target environment.

Discuss your requirements
When can we help?

When operating your live system takes more and more time.

  • 01Deployments are difficult and diagnosing failures takes too long.
  • 02Backup, rollback or capacity limits are unclear.
  • 03You want to expose an AI model to your application through an API.
Project scope

Define delivery and acceptance from the start.

We review the deployment setup, logs and metrics, operational responsibilities and target environment together.

Project package

Platform Reliability Improvement

A concrete improvement to a priority deployment, visibility or operational issue.

Deliverables

  • Baseline and priority assessment
  • Required CI/CD and infrastructure changes
  • Logging, metrics and error visibility
  • Deployment, rollback and operations guide

How do we accept the work?

The baseline is recorded. Changes are verified through diagnosis and rollback scenarios; performance targets are measured under comparable conditions.

Project package

AI Model Service Setup

A selected model running as an access-controlled API in the target environment.

Deliverables

  • Model and runtime compatibility checks
  • API, container and deployment setup
  • Resource, latency and capacity measurements
  • Access control and operational notes

How do we accept the work?

Compatibility, resource use, capacity limits and authorization are verified for the selected model and environment.

Scope, responsibilities, price and schedule are clarified in a written proposal after the initial conversation.

Technical approach

Tools that fit your current system.

We choose technology based on requirements, the existing architecture and operating conditions. Changes are scoped alongside the deliverables.

  • Docker
  • Kubernetes
  • AWS / GCP
  • Terraform
  • GitHub Actions
  • OpenTelemetry
Related client engagement

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ML/LLM-assisted document verification and an end-to-end loan origination platform, with technical ownership from development through production operations.

Explore the work
Next step

Let’s start with what you need.

Let’s discuss your current system, goals and a suitable engagement in a short call.

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Let’s discuss your project.

Choose a time for a 30-minute call.

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