Slow process flow

Every data question has to be routed through an engineer or analyst. Decisions are slowed down by waiting for answers.

AI tools lack context

AI agents give unreliable results or require non-trivial knowledge, because they lack broad context.

Unverifiable outputs

Reports arive without lineage or context. It is almost imposible to verify them quickly against the raw data.

Poor data accessibility

Individual data sources are managed by different people. The access is usually complicated or highly technical.