From the right decision to a working process.

We start with your current environment, integration options and access constraints. We only consider replacement if the assessment shows it is needed, with a separately agreed scope.

We compare options using tasks from your process. We assess quality, cost per correctly completed case, integrations, agreements and data constraints. Sometimes a simpler automation without AI is the better choice.

Access follows user roles, process purpose and organisational policies. Before deployment, we agree on data sources, providers, logging scope and retention periods.

It depends on the risk and consequences of an action. For sensitive operations, we design approvals outside the model, for example before sending a message, changing data or initiating a payment.

Before deployment, we measure volume, time, costs and exceptions. Afterwards, we compare the same measures and include model, integration, review and maintenance costs. Recovered capacity is reported separately from cash savings.

We hand over documentation and knowledge, and agree on monitoring, reviews, incident handling and rollback. Ongoing care can use a defined subscription scope, with further development priced separately.