We assess the current situation, understand business goals, identify relevant use cases, analyze maturity, and define priorities. This phase typically includes stakeholder workshops, business and process analysis, use case mapping, opportunity assessment, and early value estimation.

We design the target solution architecture, data flows, security model, deployment concept, and governance checkpoints. This phase provides the technical and operational foundation needed for reliable implementation.

We develop the solution, configure the workflows, integrate the required systems, implement retrieval or agent logic, and perform structured testing. The exact duration depends on complexity, scope, and integration depth.

We prepare the production rollout, validate functionality with users, finalize documentation, and confirm that the solution performs as required in the target environment.

After deployment, we support monitoring, evaluation, retraining, optimization, and controlled scaling. This ensures the solution continues to deliver business value over time and adapts to changing requirements.