Research & enterprise search
Check retrieval access, source traceability, citation accuracy and behavior when evidence is missing.
Writing & customer service
Test factual consistency, policy boundaries, escalation paths and human approval for external content.
Coding & automation
Review permissions, executable actions, dependency handling, rollback and secure code review.
Data & document analysis
Check calculations, extraction errors, incomplete inputs and traceability to source material.
Image generation
Review suitability, provenance questions, rights, disclosure and approval for intended publication.
Knowledge management
Verify access boundaries, stale content handling, ownership and procedures for updating records.
Internal assistants and other uses
Describe exactly which actions are allowed and which require human review. Consider affected people as well as the direct user. A generic benchmark may not represent your work.
Create a use specific evaluation plan