In practice · Data and insight
How the first step looks in one product.
Before agents act, the enterprise needs data, definitions and insight it can stand behind. VibeBI,the AI-native solution for enterprise data and insight, is a same-team implementation of that layer. This field guide does not depend on it, and does not repeat its product tour.
Guidance is written to remain usable without VibeBI. The product is named because it is a connected implementation, not because it is a preferred vendor. Claims about the product stay on vibebi.cc.
Inside the six systems
Selected OS patterns, in BI.
A connected product is useful when it makes design choices inspectable. It does not define the only valid architecture, and it does not replace this field guide.
01 · Direction
Business users define the questions and outcomes; the product does not decide what the enterprise should optimize.
02 · Decisions
Business owns outcomes; data owns meaning and standards; IT owns security and reliability. Agents execute inside those rights.
03 · Work
The DG agent profiles and models; the BI agent answers from gold; people review consequential changes.
04 · Intelligence
A governed semantic layer connects certified metrics, glossary, lineage and live warehouse data.
05 · Control
Data-domain and classification tags travel with every field; reports inherit entitlements and cannot widen them.
06 · Evolution
A steward-reviewed learning loop turns real questions and failures into proposed gold improvements.
On the product site
Capabilities live on vibebi.cc.
VibeBI, the AI-native solution for enterprise data and insight, documents warehouse-in-hours, reports-in-seconds, access control, desktop agents, a server control plane and a web viewer. That is how fast meaning can be made inspectable. This field guide’s ninety days is how leadership earns the right to act on it.
Reusable pattern
Business leaders own outcomes; data teams own meaning and standards; IT owns security and reliability; AI automates execution inside those decision rights.
Product-specific
Medallion layers, certified semantic models, derived report access, steward-reviewed gold learning, and an on-prem control plane with credentials off the client.
The operating system should be testable against implementation.
A disclosed product can show a principle in production. It is an example, not the operating system, and not a condition of using this field guide.