AI pipeline

Requirements Intelligence

A deterministic AI pipeline that turns rough meeting notes into requirements, decisions, risks and clarifying questions, with persistent project memory.

Role
AI engineering
Platforms
Pipeline · Web app
Stack
Python · Node.js · MySQL 8 · Claude Sonnet · Voyage AI
  • Claude
  • Embeddings
  • Structured output
Meeting notes converted into structured requirements

Product screens with sample data. Names and figures inside the screens are illustrative.

01

The problem

Meeting notes are messy, and context gets lost between meetings.

5
Structured outputs
RAG
Project memory
Discord
Summaries
02

What I built

01

Notes in, structure out

Rough notes become requirements, decisions, risks, clarification questions and a Discord summary. Voyage AI embeddings give each run the project's history.

Raw meeting notes beside the structured output
03

Key decisions

  1. Deterministic schema

    The same structure every run, so outputs can be compared and trusted.