I will build an empathic ai chatbot for edtech and elearning platforms

Most AI tutors fail students emotionally. They answer questions, but when a student types "I don't understand anything, this is so frustrating", a standard chatbot just... answers the question. It misses the human moment entirely.

I build AI chatbots that actually detect and respond to student frustration.

This isn't prompt engineering on top of ChatGPT. I engineered a frustration detection architecture by fine-tuning state-of-the-art NLP models (like BERT), backed by my published research on Zenodo.

The system uses an Appraisal-Based Frustration Composite Scoring mechanism to classify student emotional states in real time, then dynamically routes to empathic or instructional responses accordingly.

What I deliver:

• Emotion-aware chatbot (detects: happy, neutral, confused, frustrated, angry)
• Dynamic response routing based on detected emotion
• RAG integration chatbot answers from YOUR course materials
• FastAPI backend + web interface
• Full source code via GitHub

Perfect for: EdTech startups, e-learning platforms, online tutoring services, LMS integrations.

Unlike most chatbot gigs, this service is grounded in published academic research on student emotion detection in edu contexts.