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Internal Engineering Demonstration

AI Voice Agent

Internal engineering demonstration. This is not a client deployment. All scenarios, figures and outcomes are illustrative and created to showcase NorthFlow Studio's technical approach.

Business challenge

  • Inbound calls were missed after hours.
  • Reception couldn't qualify or book consistently.
  • Human cost to answer every call was high.

Objectives

  • Response latency: Sub-1s perceived response with streaming STT/TTS
  • Call automation: Handle 80% of inbound calls without human intervention
  • Handoff: Graceful transfer to human on low-confidence responses

Architecture

Voice agent
Call (Twilio) │ ▼ [ STT ] ──▶ [ LLM ] ──▶ [ TTS ] │ └─▶ book / qualify / handoff

Phone → STT → LLM → TTS.

orchestrator.ts
async function handleTurn(stream: MediaStream) {
  const transcript = await stt.stream(stream);
  const response = await llm.chat({
    messages: conversationHistory,
    tools: [bookAppointment, qualifyLead, handoffHuman],
  });
  return tts.speak(response.text);
}

Technology

TwilioOpenAIAnthropicTypeScript

Features

  • Streaming speech-to-text via Whisper for low-latency transcription
  • LLM-based conversation orchestration with function calling for booking
  • Low-latency text-to-speech synthesis via ElevenLabs streaming
  • Confidence-based human handoff with context preservation

Implementation

  1. 1Stream audio to STT for low latency.
  2. 2Maintain conversation state in the LLM orchestrator.
  3. 3Synthesize responses with low-latency TTS.
  4. 4Hand off to a human on low confidence.

Tradeoffs

Latency vs quality
Streaming STT trades a little accuracy for responsiveness users accept.

Performance

  • Target sub-second perceived response with streaming.

Lessons learned

  • Graceful handoff builds trust.
  • Log calls for evaluation and tuning.

Future roadmap

  • Add sentiment-aware routing.
  • Add multilingual support.
Demo video placeholder
Screenshot / GitHub placeholder

FAQ

Is this deployed live?+

No. It's a technical demonstration of the architecture.

Do you build voice agents?+

Yes — see AI Voice Agents.

Want a walkthrough for your system?

Book a free strategy call. We'll map your bottlenecks to the right systems and send a clear roadmap — even if we don't work together.

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