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Phase 4: Implementation

From test run to stable live operation.

We seamlessly put your AI initiatives into practice – from technical development to integration with existing systems. Typical duration: 4–16 Weeks.

What you receive

Running AI Systems & Solid Architecture

Productive AI Solutions

Reliably running software that genuinely takes over tasks.

System Integration (APIs, Workflows)

Data flows automatically without manual copy-paste effort.

Deployment & MLOps Setup

Automated processes for smooth updates and scaling.

Monitoring & Performance Setup

Dashboards showing exactly how well the AI runs and what it costs.

Detailed Focus Areas

Software Engineering & System Integration

Productive AI Solutions

Development of robust, scalable AI applications for daily operations.

  • Custom model development
  • LLM integration
  • Backend & Frontend

System Integration

Deep and secure connection via APIs and cloud infrastructure.

  • ERP & CRM connections
  • Data Pipelines
  • Identity & Access Management

Deployment & MLOps

Automation of release processes and model updates.

  • CI/CD Pipelines
  • Version Control
  • Automated Testing

Monitoring & Performance

Continuous monitoring of model quality, costs, and system stability.

  • Cost tracking
  • Hallucination detection
  • Uptime monitoring

Our Approach

Professional Software Engineering

01

Architecture Design

We plan the optimal cloud architecture and API connections.

02

Development

High-quality software engineering for the finalized solution.

03

Integration & Testing

Connecting to your data and conducting extensive security tests.

04

Rollout

Smooth handover to production and operations.