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Trust & Safety AI Translation

Amazon's Trust & Safety team needed to communicate how ML and GenAI-powered fraud detection systems process tens of billions of daily actions.

Challenge

Live robotics integration in broadcast environment requiring precise CAD sightline analysis and camera blocking

Legal/Trust & Safety required communication of enforcement actions (counterfeit ring busts) without revealing operational tactics that could aid bad actors

Explaining automated risk evaluation without implying unchecked surveillance, critical for stakeholder buy-in across European markets with strict privacy regulations

Date

2024

Client

Amazon

Role

Senior Creative Producer

Production

Riverview Systems Group, Inc

Scope

Broadcast Graphics

Visual Design

Creative Direction

Art Direction

Speaker Coaching

Video Production

Key Visuals

Storytelling support on stage and within the broadcast.

Solution

Human machine partnerships positioned LLMs as tools for investigator efficiency, not replacements.

  • Used the 6M → 700K bad actor metric as concrete evidence of system precision without revealing detection algorithms.


  • Motion graphics display decision velocity with all actions evaluated with human oversight checkpoints visible to avoid "decision mystery".


  • Simple overlay graphics display data over objects to illustrate vision.