AI

Why - Product Thinking from Personal Pain Points As someone preparing for CELPIP, I experienced firsthand the pain points of existing learning tools: Repetitive Manual Processes: Having to copy-paste the same prompts to ChatGPT every time, then paste essays back and forth - the entire workflow was tedious and interrupted my focus. Lack of Specificity: Generic AI tools couldn’t provide CELPIP-specific scoring standards and feedback formats. Scattered Resources: Official sample answers, practice questions, and scoring criteria were scattered across different sources without a unified practice environment....