Case Study · 2023–2024

Meta

GenAI Cultural Relevance Writer
Industry
Technology
Type
AI & Content
Focus
Llama 4 · Cultural relevance · Accessibility
Scale
Global audiences
Overview

As a GenAI Cultural Relevance Writer at Meta, I refined Llama 4 content to be culturally accurate, accessible, and compliant across all audiences — with a particular focus on language that adhered to ASHA and HIPAA compliance standards and use cases for accessibility tools like speech devices, screen readers, and other assistive technologies.

I ensured complex medical and health-related information was presented clearly, inclusively, and in line with regulatory standards, helping Meta's Llama 4 communicate effectively with diverse global audiences.

What I delivered
01
Cultural & linguistic evaluation
Assessed AI-generated content for accuracy, inclusivity, and appropriateness across diverse global audiences.
02
Accessible language expertise
Simplified complex healthcare information into clear, user-friendly language suitable for varying literacy and cognitive levels.
03
Healthcare compliance
Ensured content aligned with healthcare regulations, accessibility standards, and ethical guidelines.
04
Bias & fairness auditing
Identified and mitigated potential bias in AI outputs, particularly for underserved or vulnerable populations.
05
Prompt engineering & model guidance
Designed, tested, and iterated prompts to generate outputs meeting accessibility and compliance standards.
06
Quality control & content review
Applied rigorous standards to review AI outputs for factual accuracy, clarity, and contextual relevance.
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