Content frameworks
Bilingual Content Systems Framework
A content systems framework for teams building bilingual (EN/ES) products where language shapes trust, compliance, and user confidence.
Includes 3-tier localization model (literal, adaptive, transcreation), tone mapping by cultural context, terminology governance, and AI prompts for scaling without losing quality.
Content QA Framework for AI-Generate Copy
A content QA framework for teams scaling AI-generated copy in high-trust environments.
It defines clear review thresholds based on risk, helping organizations balance speed with accountability while protecting user trust, brand integrity, and compliance.

