- One working production workflow
- Less manual handoff
- Clear ownership and observability
- A system the internal team can operate
SERVICE / 02
AI Integration
Production integrations across APIs, business tools, documents, and existing workflows—with explicit permissions and recoverable failure paths.
The fit
Built for a real decision or delivery constraint.
Teams with a bounded workflow and an existing stack that needs AI capability without a platform rewrite.
- Scoped credentials
- Idempotency and retries
- Human approvals where needed
- Cost and rate limits
- Production implementation
- Integration and failure tests
- Deployment configuration
- Runbook and handoff
- 30 days defect support
Scope is agreed before implementation. Material changes are estimated separately. Third-party infrastructure and model usage remain visible and are normally billed directly to the client.
What this is not
No black-box demo. No indefinite discovery.
Every engagement begins with explicit acceptance criteria and ends with source, tests, deployment configuration, and operational documentation appropriate to the scope.
If the use case does not justify an AI system, the recommendation may be normal software, simpler automation, or no build at all.
Paid entry engagement · €1,500
Start the ai integration with a clear boundary.
The Architecture Review turns a use case, prototype, or delivery opportunity into a defensible implementation plan in five business days.