projectpulse

ProjectPulse: From Conversations to Verified Follow-Through Teams make decisions, commitments and progress updates across meetings and emails, but their project management systems rarely stay synchronized with these conversations. Project managers spend hours manually processing updates, while commitments and follow-ups fall through the cracks. ProjectPulse addresses this disconnect by turning conversations into evidence-backed updates to existing project records. It ingests meeting recordings, transcripts and emails, extracting structured information including commitments, requests, progress updates, blockers and completion claims. It then identifies the relevant project, matches extracted events against existing Notion tasks, and reconciles new evidence with previously recorded commitments. Rather than blindly creating tasks or closing commitments, ProjectPulse introduces human-in-the-loop review for uncertain matches and proposed completions. Approved changes are validated and safely synchronized with Notion. The product has two main interfaces: - **Review Inbox:** Review ambiguous commitments, task matches, conflicts and proposed completions, with supporting source evidence. - **Follow-Up Center:** Track outstanding commitments, overdue work, blockers, items awaiting others and recently resolved tasks. Built with LangGraph, FastAPI, PostgreSQL, Meta Muse models and the Notion API, ProjectPulse maintains evidence and commitment history across separate conversations. The goal is simple: ensure that what teams discuss translates into work that gets followed through.