• Disparate spreadsheets, docs, and email-based workflows slowed down question curation.
  • Lacked transparency on rating quality, audit history, or content lifecycle.
  • No centralized repository for content linked to user actions or approval stages.
  • Pre-login content (info pages, branding) had to be separately managed by non-technical teams.
  • Needed to handle role-based workflows across teachers, raters, reviewers, and admin.