AI integration for existing systems

When does this service fit?

For owners of an operating system who want a defined AI feature without rebuilding the product or replacing the entire workflow.

Development scope

• Define the integration point, necessary data, transfer policy and handling of results inside the system.
• Connect an appropriate provider or model with key management, timeouts, cost controls and request limits.
• Validate output structure and enforce permissions and review before saving results or using them in an action.
• Connect OpenAI APIs for ChatGPT-like experiences, or Claude, Gemini or DeepSeek to official system APIs, with server-held keys and agreed permission and cost limits.

From requirements to implementation

1. A clear integration point: Choose a defined task, its data, permissions and output review point.
2. Controlled implementation: Connect the model, validate results and keep consequential decisions under review.
3. Measure & monitor: Measure quality, latency and cost with a return to the existing workflow.

What is delivered?

• Integration specifications, a data map, acceptance criteria and failure behavior.
• An AI feature in the existing interface with backend connections and documented operating configuration.
• Tests for outages, invalid outputs and permissions, with a quality and cost report.

What needs to be defined?

Authorized system access, a test environment and any required provider account are needed. Capabilities, fees and terms change and are reviewed during selection and before sensitive-data transfer.

A service-specific acceptance example

Propose a tool-based change and withhold reviewer approval; no write occurs and cross-tenant access is denied.

Scope, cost & schedule

The discussion starts with users, workflows, data volume, integrations and the existing system. Priorities are agreed, followed by a written first-release scope, cost, schedule and acceptance criteria. Later phases can follow business needs.

Testing, handover & support

The agreement defines handover files, usage rights, hosting, backups, updates and support. Agreed scenarios are tested, and operating setup, permissions and rollback procedures are documented before launch.