No. We start from the process and problem you want to solve. After analysis, we propose the appropriate solution and explain where AI adds value and where it is not needed.

Yes. We connect solutions to existing databases, documents, spreadsheets, email, CRM, ERP, and other tools, depending on available integrations.

It depends on complexity and data availability. After the initial analysis, we define a scoped pilot process, expected result, timeline, and success criteria.

The goal is to remove repetitive manual work and enable people to focus on work that requires judgment, customer relationships, and decision-making.

We introduce clear rules, testing, logging of executed actions, and mandatory human confirmation for sensitive decisions.

Ownership, access, and usage rights are defined by contract.