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  • Introduction
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  • Overview
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  • Multi-Language Support
  • Hindi
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  • Latency Optimization
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  • Overview
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  • Order Status IVR
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  • Overview
  • Migrate from Vapi
  • Migrate from Retell AI
  • Migrate from Traditional IVR

Related Products

  • AI Voice Agent
  • AI Voice Assistant
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AI Voice Agent
  • Introduction
  • Quick Start
  • Architecture
  • Core Concepts
  • Configuration
  • Creating an Agent
  • Using Templates
  • System Prompt Configuration
  • Language Selection
  • Settings Reference
  • Overview
  • Upload Files (PDF, DOCX)
  • Web Crawling (URLs & Sitemaps)
  • Document Processing
  • RAG Integration
  • Troubleshooting
  • Creating a Campaign
  • CSV Upload & Variables
  • Scheduling & Retry Logic
  • Campaign Analytics
  • Contact Management
  • Uploading Contacts
  • Managing Contacts
  • Call History Enrichment
  • Trial Numbers
  • Purchasing Numbers
  • BYOP Setup
  • Exotel Setup
  • Telephony Providers Guide
  • Credits System
  • Provider Costs Breakdown
  • Usage Analytics
  • Credit Packs
  • Overview
  • Finding Your Workspace ID
  • Common Issues
  • Audio Quality
  • Latency Optimization
  • Error Codes
  • Overview
  • Twilio
  • Exotel
  • Plivo
  • Telnyx
  • WhatsApp
  • WebRTC Browser
  • Overview
  • Deepgram
  • Google Chirp
  • Azure Speech
  • ElevenLabs Scribe
  • AssemblyAI
  • OpenAI Whisper
  • Overview
  • Cartesia
  • ElevenLabs
  • Google TTS
  • Azure Neural
  • OpenAI TTS
  • Deepgram Aura
  • Sarvam Bulbul
  • HeyPixa Luna
  • Overview
  • OpenAI GPT-4o
  • Gemini 2.0/2.5 Flash
  • Gemini Live (Native Audio)
  • OpenAI Realtime
  • Anthropic Claude
  • Azure OpenAI
  • Overview
  • VAD (Voice Activity Detection)
  • Interruption Handling
  • Turn Detection
  • Audio Processing
  • Function Calling
  • Call Transfer
  • DTMF Handling
  • Call Recording
  • Exporting Recordings
  • Transcripts
  • Webhooks
  • Variables & Templates
  • Multi-Language Support
  • Hindi
  • Tamil
  • Assamese
  • Other Indian Languages
  • Latency Optimization
  • Scaling & Performance
  • Error Handling
  • Monitoring & Logging
  • Security Best Practices
  • Trigger Call via API
  • REST API
  • WebSocket Protocol
  • Webhooks
  • Webhook Subscriptions
  • SDKs
  • Overview
  • Financial Services
  • E-commerce
  • Logistics
  • Hyperlocal
  • Healthcare
  • Education
  • Overview
  • Customer Support
  • Sales & Lead Conversion
  • Marketing Campaigns
  • Debt Collection
  • Overview
  • Customer Support Bot
  • Order Status IVR
  • Appointment Booking
  • Lead Qualification
  • Outbound Sales
  • Recruitment Screening
  • Overview
  • Migrate from Vapi
  • Migrate from Retell AI
  • Migrate from Traditional IVR
  1. Docs
  2. AI Voice Agent
  3. Troubleshooting
  4. Latency Optimization

Latency Optimization

Reduce response times

Latency Optimization

Minimize delay between user speech and agent response.

Understanding Latency

Total latency = STT + LLM + TTS + Network

Component Typical Latency
STT 100-500ms
LLM 200-1000ms
TTS 100-500ms
Network 50-200ms
Total 450-2200ms

Optimization Strategies

1. Use Native Audio Models

Bypass STT/TTS entirely:

{
  "llmProvider": "gemini-live-2.5"
}
Model Avg Latency
Traditional Pipeline ~1200ms
Gemini Live 2.5 ~400ms
OpenAI Realtime ~500ms

2. Use Vertex AI (Gemini Live)

Vertex AI reduces Gemini Live latency significantly:

{
  "llmConfig": {
    "gemini-live-2.5": {
      "vertexai": {
        "enabled": true,
        "region": "us-central1"
      }
    }
  }
}

3. Choose Fast Providers

Fastest STT:

  • Deepgram Nova-2

Fastest TTS:

  • Cartesia
  • Deepgram
  • Sarvam

Fastest LLM:

  • Gemini 2.5 Flash-Lite

4. Optimize LLM Response

{
  "llmConfig": {
    "maxTokens": 150,
    "temperature": 0.5
  }
}

Shorter responses = faster TTS.

5. Reduce Network Latency

  • Use nearest region
  • Check for network issues
  • Consider dedicated connection

Measuring Latency

Check latency in Call History:

  1. Open a call
  2. View Latency Breakdown
  3. See per-component timing

Latency Targets

Use Case Target
Sales calls <800ms
Support <1000ms
IVR <500ms

Quick Wins

  1. Switch to Gemini Live
  2. Enable Vertex AI
  3. Use Deepgram STT
  4. Keep responses short
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Audio Quality
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Error Codes

On this page

  • Understanding Latency
  • Optimization Strategies
  • 1. Use Native Audio Models
  • 2. Use Vertex AI (Gemini Live)
  • 3. Choose Fast Providers
  • 4. Optimize LLM Response
  • 5. Reduce Network Latency
  • Measuring Latency
  • Latency Targets
  • Quick Wins

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