FIGR / UI TEMPLATE

Dataset Label Quality Audit

Review agreement, label drift and annotator notes for training datasets.

This table template covers ai product operations & evaluation workflows inside an existing product. All people, records and metrics shown are fictional.

Dataset Label Quality Audit

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At a glance

Screen

Table

Primary action

Audit dataset labels

Pattern

table workflow

State

Default, Selected, Filtered, Empty, Warning, Success

Design system

Independent product UI reference; no external / 1mg design system

What this screen helps with

Review agreement, label drift and annotator notes for training datasets. The user needs to audit dataset labels without losing context.

What to look for

Product areas: AI Overview, Evaluations, Runs, Datasets, Policies. Task fields: AI Product Operations record, Assigned owner, Product area, Review status. Example metrics: Active records, Items needing review, Within policy, Upcoming deadlines.

States to consider

Default, Selected, Filtered, Empty, Warning, Success. Also cover restricted access, interrupted saves and missing or stale data when relevant.

Where it fits

AI Overview → Dataset Label Quality Audit → Audit dataset labels

Patterns in this screen

table, filters, status, record details, review actions

UX choices to review

Keep critical columns, sorting, filters and row context visible.

Review audit dataset labels with a case such as DATA-812 · low agreement. Make room for empty, warning, permission-denied and failed-save states.

Try a similar screen in Figr

Adapt Dataset Label Quality Audit to my existing product and design system. Keep our current screens, components and role rules. Explore default, selected, filtered, empty, warning, success and relevant edge cases before generating editable Figma-ready UI.

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