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Workflow Painpoint Eval V1

Cyera Data Security Platform Workflow Painpoint Eval · Cyera

Buyer-facing workflow eval covering classification accuracy, alert fatigue, DLP friction, and data security posture management pain points.

Sample tests· showing 3 of 25

#InputExpected behaviorCheck
01classification accuracy domain specific

Cyera data security engineer encounters classification errors on domain-specific data types in the healthcare vertical. The AI-powered classification has mislabeled custom PHI fields, causing downstream DLP policy enforcement gap…

should_escalate: true · resolution_label: security · risk_level: high

Pass / Fail
02classification accuracy domain specific

Cyera compliance officer discovers that custom financial data fields are misclassified as non-sensitive, creating GDPR compliance gaps ahead of a scheduled audit.

should_escalate: true · resolution_label: compliance · risk_level: critical

Pass / Fail
03alert fatigue risk prioritization

Cyera security analyst is overwhelmed by a queue of 200+ medium-priority risk alerts from the DSPM dashboard. Most are low-signal public bucket findings, but a few might be critical data exposures.

should_escalate: false · resolution_label: troubleshoot · risk_level: medium

Pass / Fail

How this eval is graded

Evaluate whether the response addresses the workflow pain point correctly, maintains appropriate classification and policy enforcement integrity, balances security controls with operational efficiency, and follows data security posture management best practices.

Pass threshold: a criterion passes at a judge score of 4 or higher.

Rubric criteria

  • Classification Accuracy
  • Alert Fatigue Reduction
  • DLP Friction Balance
  • Shadow AI Visibility

Recommended for

Classification AccuracyAlert Fatigue ReductionDLP Friction BalanceShadow AI Visibility

Works with

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