Decision 01
Use the signal as a pointer, not an answer.
A risk flag opens the exact moment and its evidence.
AI-Assisted Review Workstation·Human-AI decision systems
AI could find the moment. Reviewers still had to own the judgment.
I designed an evidence-centered review workstation that uses model signals to narrow attention while keeping interpretation, escalation, and the final decision with accountable people.
// RoleProduct Designer · end-to-end UX/UI
// AudienceReviewers · investigators · QA
// TeamProduct · architecture · engineering · quality
// Timeframe0→1 product · two validation rounds
// MaturityShipped reviewer workflow
// Signal~10× faster review · 4.5/5 usability
// Three product decisionsInterface first
Three decisions defined the review workflow.
Package AI flags with the evidence a reviewer needs without letting the model become the decision-maker.
Decision 02
Keep the evidence attached to the moment.
Reason, timestamp, screenshot, event type, video context, and accommodations stay together so the reviewer does not rebuild the case from separate tools.
Decision 03
Make the decision state unmistakable.
Clear, revoke, escalate, reviewed, and unresolved states use explicit language and semantics.
// UI evidenceAdditional product evidence
More of the review workstation
Queue states, decision states, status feedback, and interface components from the working review product.
Evidence and outcome
Testing showed that reviewers valued having the evidence together.
Two rounds with experienced internal users shaped the product. The later study rated the dashboard 4.6/5, video experience 4.3/5, and overall experience 4.5/5.
// ReflectionLimits and next questions
The workflow still has clear limits.
Tradeoff
Faster triage could create automation bias.
Evidence boundary
Future manager and reporting concepts are shown as direction, not represented as shipped capabilities.
Next test
Measure where reviewers override or correct model signals and use those moments to improve both workflow and model feedback.
// Protected deep caseDecisions · evidence · edge cases
See the evidence behind the decisions.
Includes the role breakdown, evidence, edge cases, outcomes, and lessons.