How LAIA works
From read-only export to traceable results
The technical workflow remains transparent and controllable.
- 1
Collect data read-only
AD objects and selected domain controller events are collected using separate importers/collectors.
- 2
Validate the import
Structure, completeness, hashes and safe package paths are validated before data is accepted.
- 3
Apply deterministic rules
Technical checks are based on rules, requirements and available evidence.
- 4
Generate findings
Results are linked to the technical observation, affected objects, evidence and sources.
- 5
Optionally use local knowledge and AI
Local knowledge sources and AI can support explanations, summaries and drafts.
- 6
Present results clearly
Security score and data coverage are treated separately. Missing evidence is not interpreted as “secure”.
- 7
Create reports and exports
Technical and management-oriented outputs can be generated for review and documentation.
- 8
Recheck with new data
Later rechecks can show changes without silently overwriting historical results.