QUALITY LANES
Rules and model signals land in one queue.
Each case shows what fired, why it fired, and whether a reviewer must decide.
Schema rule · Missing fieldHIGH
Pattern · Duplicate clusterMEDIUM
Classifier · Ambiguous labelREVIEW
APP DATA OS · AURAQC LIVE DEMO
Quality risk moves from signal to reviewed case without losing context.
A flagged label is a guess until someone reviews it. Here every risk signal carries its reason, the reviewer who decided, and the calibration behind the call, so a quality decision survives a second look.
ASSESSMENT LANES
7
active QC workstreams
CALIBRATION REPORTS
2
reviewer alignment packets
ESCALATION PRESSURE
elevated
queue pressure from current signals
READ-ONLY SURFACES
Production workflow states, evidence, and owners at a glance.
QUALITY MONITOR
Rubric drift and reviewer escalation
● TRIAGE OPEN
RULES
7 fired
REVIEWERS
12 active
DRIFT
watched
SURFACE READING · SEED DATA HERE, YOUR METRICS IN A PILOT
WHAT’S ON SCREEN
Three panels, one record.
CALIBRATION
Reviewer decisions are tracked against the rubric.
Reviewer agreement, drift, and adjudication notes are visible for every lane.
Agreement · 94%STABLE
Outliers · 3 reviewersWATCHED
Next sync · ThursdaySCHEDULED
ESCALATION
High-risk flags become action-ready cases.
The case packet includes reason, severity, source item, reviewer action, and history.
Schema mismatch · Intake laneOPEN
Low confidence · Reviewer laneREVIEWING
Duplicate cluster · Queue laneRESOLVED
DEMO PATH
Four steps, one defensible record.
Inspect the work, the gate, the owner, and the record that remains after every decision.
STEP 01
Inspect
Review rules, pattern checks, and model risk scores together.
STEP 02
Escalate
Route uncertain cases to calibrated reviewers with context.
STEP 03
Adjudicate
Record the decision, reason, severity, and reviewer confidence.
STEP 04
Improve
Feed the decision back into calibration and future detection.
WHAT COMES OUT
The auraqc flag packet, attached.
Owner: Quality lead. Status: triage open.
01
Flag source
schema mismatch
↳ LINKED
02
Drift report
reviewer x rubric
↳ ATTACHED
03
Adjudication
2 reviewers
↳ IN REVIEW
NEXT PATH
See the proof. Then run it.
This walkthrough is read-only. Start a pilot to run the same loop on your own work, with the figures reading from your live metrics.