# Data flow

Explains event types and delivery properties.

### Inspection Events

Inspection results are emitted as structured events that describe:

* The inspection context
* The outcome classification
* References to associated evidence

Events are designed to be compact, schema-versioned, and resilient to delivery disruption.

### Downstream Use

Inspection events may be used for:

* Real-time dashboards
* Historical analysis
* Quality reporting
* Operational review

### Next steps

* [Interfaces](/doc/intelfactor-ai/architecture-and-data/interfaces.md)
* [Evidence packaging](/doc/intelfactor-ai/architecture-and-data/evidence-packaging.md)
* [Monitoring](/doc/intelfactor-ai/operations-and-security/monitoring.md)


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