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01 / AI ASSISTANT / RAG / 2025LIVE

A voice-guided cooking assistant that turns any YouTube recipe into hands-free, step-by-step navigation.

CookMate AI interface
90%+Voice accuracy
~70%Less review time
Hands-freeNavigation

Overview

A voice-first cooking companion. Paste a YouTube recipe and CookMate extracts structured ingredients and steps, then walks you through them hands-free — you cook, it listens and responds.

Contribution Solo Project

Problem

Following a recipe video means constantly pausing, scrubbing back, and touching your phone with messy hands. The useful information is buried in a linear video with no structure.

Approach

  1. 01

    Transcribe and parse the recipe into a structured schema — ingredients, quantities, and ordered steps.

  2. 02

    Ground responses with a RAG pipeline: semantic chunking plus Redis TTL deduplication to avoid re-embedding repeats.

  3. 03

    Deepgram-powered voice navigation for hands-free 'next step', 'repeat', and ingredient queries at 90%+ accuracy.

  4. 04

    Stream answers step-by-step so guidance stays in sync with cooking pace.

Outcome

  • 90%+ voice-command accuracy for fully hands-free navigation.
  • ~70% cut in user review time versus scrubbing back through video.
  • Structured ingredient extraction from otherwise unstructured recipe videos.

Stack

Next.js 15LangChainRedisDeepgramRAGStep-3-Flash
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