The anonymous bridge between students and faculty. Powered by BERT & Qwen AI to turn raw text into actionable administrative intelligence.
Zero-knowledge identity protection architecture.
Login securely. Select your class. Write your honest feedback. Your session ID is encrypted, not your name.
Our middleware strips all PII (Personal Identifiable Information) before the data even touches the analysis server.
AI Models process the sentiment and generate a summarized report for the HOD. No names, just data.
Bidirectional Encoder Representations from Transformers. Fine-tuned for academic context to detect sentiment with 96% accuracy.
Large Language Model (LLM) capable of reading thousands of entries and summarizing them into a single actionable paragraph.