Frequently asked questions
Where should we start if we do not have a clear AI process yet?
Start with the AI brief. We sort the goal, data situation, risk and first process. After that, it is clear whether an architecture sprint is enough or a build makes sense.
Are these fixed prices?
The entry points are fixed orientation. A concrete proposal follows after scope, integrations, data readiness, role rights and operating responsibility are clear.
Can public-sector and regulated organizations use SYSTEMS AI?
Yes, if roles, approvals, data rooms and audit trails are designed before rollout. For sensitive work, human approval boundaries are part of the architecture.
What is included in managed operation?
Monitoring, small improvements, model and workflow adjustments, support and shared steering of the next automation steps.
Can SYSTEMS replace existing tools?
Sometimes, but we usually connect the existing stack first. CRM, inbox, telephony, documents and portals can stay in place while SYSTEMS AI prepares work safely.