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
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
- 1Stream audio to STT for low latency.
- 2Maintain conversation state in the LLM orchestrator.
- 3Synthesize responses with low-latency TTS.
- 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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