BPRIS FYP Proposal Presentation

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[Virtual Presenter] We conducted real interviews with business owners in three sectors. The key insight — and the most powerful validation — is that every single owner said they would pay for the product, but only if it used plain language. That's exactly what our LLM layer delivers. This isn't assumption; it's market research..

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[Audio] Briefly walk through each category. Emphasize two things: (1) the AI/ML stack — LangChain and LlamaIndex are industry-standard for RAG pipelines; we are not reinventing the wheel. (2) The External APIs row — NewsAPI, World Bank, FRED — this is what powers the World Signal Monitor. Real economic data feeds directly into risk scoring..