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Voice operations for warehousing

Pratisvar

A voice-to-database workflow for warehouse teams working in Hinglish, Hindi, and Marathi-mix speech.

A warehouse operator using a voice headset while handling inventory
Sector
Logistics technology
Year
2026
Engagement
Market strategy, conversational architecture, live demo

What changed

Before

Warehouse software assumes clean typing and standardized language. Real operations happen through shorthand, mixed-language speech, corrections, and shift-level context.

Bridge

We designed a Pipecat and SmallWebRTC pipeline that turns speech into structured entries, streams confirmed rows to a Next.js interface, and keeps the transport layer separate from the business logic.

After

The demo proves the core interaction without room infrastructure, persistent demo data, or unnecessary cloud cost. It also leaves a clean path to telephony and report generation later.

Direct browser-to-server WebRTC

  • Voice-in, structured-data-out demo pipeline
  • Stateful per-worker memory architecture
  • Two-minute public demo cost controls
Market framingVoice UXArchitecturePrototype