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Prioritize AI
LLM-based product roadmap assistant that ranks features against business goals
Builder (UIUC)Completed (June–July 2025)NestJSNext.jsMastra.aiLangChain
Overview
Prioritize AI is a multi-agent system that ranks product features using LLMs aligned to business goals. An MCP server connects the OpenAI API with GitHub issues, letting the system process 1K+ real feature requests straight from the backlog.
Outcome
Chain-of-thought prompting with multi-step reasoning raised prioritization accuracy from 72% to 91%. Built with NestJS, Next.js, Mastra.ai, LangChain, and MCP, deployed on Render.
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