Lead Product Designer2024–2026

Redaction App — Multi-Year AI-Driven Redesign

Overview

Axon Redaction is a mission-critical tool used by public safety agencies to redact sensitive information from digital evidence. Across two years, I led the end-to-end design of a major transformation across these phases:

  • 2024 — Redaction 2.0: Speed, accuracy, and intuitive UX
  • 2025 — AI Expansion: New AI models and scalable automation patterns
  • 2026 — Axon Evidence Redesign: Unified system design for multi-modal redaction

This case study provides a concise overview of the work.
In interviews, I share the full research insights, prototypes, and testing videos.

My Role

As Lead Product Designer, I shaped the product's multi-year vision and delivered core functionality across AI, workflows, and user experience.

My responsibilities included:

  • UX strategy and roadmap alignment
  • Research synthesis (50+ interviews & usability tests)
  • Interaction design for AI-assisted workflows
  • Prototyping and iterative validation with agencies
  • Redesign of the app on new Axon Evidence platform

This work required deep collaboration with PM, engineering, and research partners.

Transforming a mission-critical redaction workflow for public safety agencies.

Measurable Outcomes

70%
Faster total redaction time
10 min
Constant AI processing
+3
New AI model categories

Project Evaluation Timeline

Redaction plays a critical role in transparency, privacy, and justice.
This redesign modernized one of Axon's most essential workflows while setting the stage for the next decade of AI-driven innovation in digital evidence.

Before 2024

Legacy Redaction

Manual, fragmented, and time-intensive

Legacy Redaction
2024Started Journey

Redaction 2.0

A faster, more intuitive foundation

Redaction 2.0

FOCUS POINTS:

Result

Agencies went from 4× video length to a 70% faster workflow.

Focus

Dramatically reduce time-to-redact while improving accuracy and usability.

What I Designed

  • Bulk Redaction: Run AI across dozens of videos simultaneously
  • Face Grouping via Thumbnails: Reduce timeline clutter
  • Improved object tracking & editing tools
  • Streamlined UI: Undo/redo, keyboard shortcuts
2025

AI Expansion

Scaling automation where it matters most

AI Expansion

FOCUS POINTS:

Result

Enabled a scalable, multi-modal redaction experience across video, audio, and images.

Focus

Support the most time-consuming manual redaction tasks with AI assistance.

What I Designed

  • Model-agnostic detection framework for expanding AI capabilities
  • Support for notebooks, handwriting, ID cards, mobile screens
  • Full redesign of Audio PII redaction (Discoverability, Inline editing)
2026

Axon Evidence Platform Redesign

A unified, future-proof system

Axon Evidence Platform Redesign

FOCUS POINTS:

Result

Features planned for full development and commercial release in 2026.

Focus

Establish a cohesive and future-proof interaction system across all evidence types.

What I Designed

  • New navigation and layout models for multi-modal evidence
  • Unified redaction panel and interaction patterns
  • Prototypes validating complex cross-modal workflows

Confidentiality Note

This public case study provides a high-level view.

In interviews, I share:

  • Detailed VOC findings
  • Usability testing videos
  • Motion prototypes
  • Balancing automation, trust, and scale
  • System architecture and long-term evolution

Let's talk — I'd love to walk you through the complete design story.

Open to Collaboration

Always open to discussing product challenges and exploring potential collaborations.

View my CV