Case Studies

Navigating Ambiguity with Data & Design

In fast-paced engineering environments, traditional documentation can't keep up. I build adaptive content workflows that combine Generative AI efficiency with human-centric UX design. Below are selected examples of how I’ve transformed chaotic release cycles into streamlined, accessible, and measurable user experiences.

-80% Turnaround Time

+753% Accessibility Score

+214% Feature Adoption

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AI-First Content Operations

Challenge: High-velocity engineering teams required accurate, timely documentation without increased headcount.

The Solution: Architected an AI-augmented intake and drafting workflow. I utilized prompt engineering to generate initial drafts and structural templates, allowing the human team to focus on high-value UX editing.

  • Impact: Reduced documentation turnaround time by 80%, enabling the team to hit 100% of release windows.

  • Innovation: Integrated AI tools into an Asana-managed workflow, effectively "coding" the operational process for repeatability.

  • UX Win: Reduced "fit and finish" meeting durations by 83% by pre-validating content usability.

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Overhauling and Modernizing Content

Challenge: Existing content was static, inaccessible, and lacked measurable engagement data.

The Solution: Transitioned to a Markdown-based "Docs as Code" system to streamline publishing and partnered with UX researchers to implement a page-rating dashboard for real-time feedback.

  • Data Impact: Improved accessibility scores by 753% (1.7:1 to 14:1 contrast ratio), directly supporting inclusive design goals.

  • Business Value: Lifted the page rating of the 3rd most-visited asset 90% (2.9 to 3.8/5) through iterative testing.

  • Efficiency: Slashed draft creation time by 60%, freeing up creative time for strategic initiatives.

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Driving feature adoption

The Challenge: Users were underutilizing complex features due to dense, support-focused documentation.

The Solution: Pivoted strategy from "support" to "enablement." Launched interactive WalkMe guides and managed a global localization effort to meet users in their native context.

  • Adoption: Drove a 214% increase in feature adoption, directly impacting product ROI.

  • Strategy: Conducted a massive content audit to deprecate low-value assets, reducing administrative debt by 33%.