Integration Hell: When Data Doesn't Flow

Data, Data Everywhere – and Nothing to Use

In November 2025, many companies face a paradox: they have more data than ever before, but know less. The CRM doesn't talk to the ERP, and the marketing tool is a black box. For an AI, this is deadly. It needs context to be intelligent. Without access to a customer's entire history, even the best agent cannot make an informed decision.

The Costs of Fragmentation

Every silo requires its own interface, its own maintenance, and its own security rules. IT departments are suffocating in integration projects that take months and devour millions. The result is often a patchwork quilt that tears with every update of a subsystem.

The Way Out of the Crisis

The solution does not lie in even more point-to-point connections, but in a unified data layer. Modern architectures abstract data sources and make them available to the AI as a unified context. This is the approach we pursue at Kivanto.ai: A central nervous system for your corporate data.