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RAG chatbot for board policies, results, schedules, and admissions — with auto-embedding on document upload, WhatsApp access, and English / Urdu / Sindhi support.
2025 · BISE Mirpurkhas




BISE boards face heavy repetitive inquiry load on results, schedules, and admissions with slow response times and limited after-hours coverage.
A board-specific RAG assistant with ChromaDB retrieval, WhatsApp channel access, multilingual support, and admin auto-embedding pipelines.
Built from the local production codebase to cut repetitive inquiry load and give boards a pay-per-use AI desk with analytics.
Tell us about your institution, timeline, and the systems you need to ship. We respond within one business day.