Transforming Limited Chatbot into High-Performance Math AI with 94% Accuracy Boost for an EdTech

The Challenge

The client’s existing chatbot could only handle simple quantitative inputs with limited reasoning capability, lacking scalability and contextual understanding, while failing to deliver consistent accuracy for handwritten or image-based questions. Key challenges included the inability to interpret mathematical reasoning, generate detailed steps, or provide contextual learning and session management. The client required an AI-native solution capable of multimodal input processing, explainable reasoning, seamless LMS integration, and maintaining security with cost efficiency.