Inside is a trust-driven ecosystem built on React and Supabase that transforms anonymous student feedback into actionable management decisions for Narxoz University. The project was developed only after a rigorous Customer Development phase with N=82 participants to ensure the solution directly addressed real academic pain points. By implementing Random ID encryption, we resolved the bias concerns of 59.8% of surveyed students, creating a secure environment for honest evaluation. To maintain professional standards, I integrated AI modules Aegis for toxicity filtering and Metis for automated profile summarization. This data-driven platform now bridges the gap between students and administration, ensuring that 93.9% of the student body has access to a transparent "mirror" of teaching quality. 🔗 Explore the ecosystem here: https://inside-narxoz.nodeskazakhstan.workers.dev If you’re interested in how we’re changing educational standards in Kazakhstan or want to discuss the technical architecture, feel free to reach out via DM!