The timeline depends on the workflows, integrations and data available. We start with discovery to define the scope, then validate critical technical assumptions with a proof of concept where needed. A focused MVP helps you test the product with users before extending it across more teams or sites.

Cost depends on the scope, team, integrations and delivery requirements. During a scoping workshop, we identify priorities and prepare a roadmap and estimates. You can start with one operational problem and expand the product after validating its value.

Our published logistics and supply chain work includes FleetManager and Alchemai. We also have relevant experience in manufacturing, maintenance knowledge access, industrial workspaces and energy monitoring. The case studies above describe the original industries. For a port or shipyard project, we begin by understanding your specific processes and requirements.

Potential use cases include searching maintenance knowledge, finding patterns in supply chain networks and supporting operational analysis. We assess data quality, feasibility and the expected business value before choosing a solution. For knowledge assistants, source references and human review help users verify the information.

We can design integrations around the APIs, databases and data feeds available in your environment. Discovery establishes which systems need to exchange information, how often data must update and what access controls apply. We validate critical connections before committing to a wider rollout.