Quality scoring dashboard with rubric and trend charts
QualityPrinciple 03 of 12

Quality system

Rubrics, sampling, and drift monitoring keep outputs consistent over time.

Quality assurance review with scoring dashboard

What it means

Quality system

Rubrics, sampling, and drift monitoring keep outputs consistent over time.

Rubric scoring for every workflow output.
Sampling plans by risk tier and volume.
Defect severity mapped to remediation actions.
Drift alerts for changing data or rules.

Expected outcomes

Quality score by workflow
Sampling tied to risk tier
Defect root-cause tracking

Principle 03

Rubric scoring, sampling plans, and drift monitoring.

This principle is part of the Quality category — rubric scoring, sampling plans, and drift monitoring..

Guardrails

Controls and safeguards that keep this principle reliable in production.

Quality thresholds set by workflow owners
Sampling frequency increases with risk
Remediation playbooks per defect type

Signals we watch

1

Quality score trend

Tracked weekly and monthly

2

Critical defect rate

Tracked weekly and monthly

3

Drift alerts per month

Tracked weekly and monthly

See it in action

Principles applied to real workflows

We map exceptions and approvals during discovery — book a call to see how.