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Native Audio-to-Audio Processing

Skip the middleman. Native audio processing delivers 76% faster response times by eliminating STT and TTS conversion. The technology behind truly natural conversations.

Compare Models
<500ms

Response Time

$0.04-0.06

Per Minute

1

API Call

2

Native Models

The Problem with Traditional Voice AI

Every step adds latency and loses information

Traditional Pipeline (700-1000ms)

Audio Input

STT

~200ms

LLM

~300ms

TTS

~200ms

Audio Output

Native Audio-to-Audio (377ms)

Audio Input

Native Audio LLM

Gemini Live / OpenAI Realtime

~377ms total

Audio Output

Why Native Audio Matters

Benefits beyond just speed

76% Faster Response

377ms average latency vs 1000ms+ with traditional pipelines. Conversations flow naturally without awkward pauses.

Direct Audio Understanding

AI processes voice directly without converting to text first. Preserves tone, emotion, and nuance in understanding.

Natural Voice Output

Response generated as audio directly, not synthesized from text. More natural prosody and emotional expression.

Context-Aware Processing

Audio context carries through the entire conversation. Better understanding of interruptions and turn-taking.

Lower Compute Costs

Fewer API calls (no separate STT/TTS). Single model handles everything, reducing infrastructure costs.

Better Interruption Handling

Native audio models handle barge-in naturally. No need to wait for STT to complete before responding.

Supported Native Audio Models

Choose based on your requirements

ModelLatencyVoicesLanguagesCostBest For
Gemini Live 2.5 HD377ms30 HD24Rs 8/minEmotional AI, HD quality
Gemini Live 2.0377ms7LimitedRs 6/minProven, stable
OpenAI Realtime~500ms8~10Rs 12/minGPT-4o reasoning
OpenAI Realtime Mini~500ms8~10Rs 6/minCost-effective

When to Use Native Audio

Choose the right approach for your use case

Use Native Audio When

  • Latency is critical

    Customer-facing calls where pauses frustrate

  • Natural conversation matters

    Sales, support, healthcare

  • Emotional understanding helps

    Complaint handling, empathetic responses

  • English is primary

    Best optimization for English

Use Traditional Pipeline When

  • Specialized Indian languages

    Tamil, Telugu, Bengali with Sarvam

  • Custom voice required

    Cloned or specific brand voice

  • Cost is primary concern

    Traditional can be cheaper

  • Specific STT features needed

    Timestamps, confidence scores

Teams Using Native Audio

Real results from faster conversations

"The difference is immediately noticeable. Customers no longer say 'are you still there?' during calls. Conversations just flow."

Zero 'Still There?' Moments

Mumbai

CX Lead

"We switched from STT+GPT+TTS to Gemini Live. Average call duration dropped 20% because there's no waiting."

20% Shorter Calls

Delhi

Operations

"The emotional understanding is real. When customers are frustrated, the AI responds appropriately. Can't do that with text-only."

Better Escalation Handling

Bangalore

Product

Native Audio FAQ

Common questions about audio-to-audio processing

What is native audio-to-audio processing?

Native audio-to-audio means the AI model directly processes audio input and produces audio output, without converting speech to text (STT) or text to speech (TTS) as intermediate steps. Models like Gemini Live and OpenAI Realtime are trained on audio directly, understanding and generating speech natively.

How much faster is native audio vs traditional voice AI?

Traditional pipeline (STT→LLM→TTS) typically takes 700-1000ms per turn. Native audio-to-audio achieves 377ms with Vertex AI backend - that's 76% faster. This difference is immediately noticeable in conversation flow.

Which models support native audio processing?

Currently, we support two native audio models: Google Gemini Live (2.0 and 2.5 HD) and OpenAI Realtime (GPT-4o and GPT-4o-mini). Both process audio directly without STT/TTS conversion.

Does native audio cost more than traditional voice AI?

Per-minute costs are slightly higher (Rs 8-12/min vs Rs 6/min), but you save on infrastructure since there's only one API call instead of three. For high-volume use cases, the total cost can actually be lower while delivering better quality.

Can I still use traditional STT/TTS if needed?

Yes! Native audio is optional. You can use our traditional pipeline with any combination of 6 STT providers and 9 TTS providers. Native audio is best for latency-critical, natural conversation scenarios.

What about accuracy compared to traditional STT?

Native audio models are trained on massive audio datasets and often match or exceed traditional STT accuracy. For complex audio (accents, background noise, code-switching), native audio can actually be more accurate because it processes the full audio context.

Does native audio support Indian languages?

Gemini Live 2.5 HD supports 24 languages natively including Hindi and several Indian languages. For specialized Indian language support (Tamil, Telugu, Bengali, etc.), we recommend our traditional pipeline with Google Chirp STT + Sarvam TTS for best results.

Related Technology

Learn more about our voice AI infrastructure

Gemini Live 2.5 HD

30 HD voices, emotional AI

Learn more

OpenAI Realtime Voice

GPT-4o native audio

Learn more

Vertex AI Performance

Enterprise-grade latency

Learn more

Experience 76% Faster Voice AI

Try native audio processing and feel the difference

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Simple, Transparent Pricing

Best AI voice agent pricing worldwide - from ₹4/min ($0.04) | 40% more affordable than US alternatives

Pay As You Go
₹6/ minute + telephony$0.07/min
Start immediately, pay per minute
  • No monthly commitment
  • Standard AI providers included
  • Twilio/Exotel integration
  • Call analytics dashboard
  • 8+ Indian languages
  • 24/7 availability
Get Started
Most Popular
Pro
₹1,499/ month$18/month
For growing businesses
  • ₹5/min ($0.06) platform rate
  • 300 minutes included
  • Everything in Pay As You Go
  • Priority support
  • Advanced analytics
  • Custom phone numbers
  • Webhook integrations
Start Free Trial
Max
₹4,999/ month$60/month
For high-volume operations
  • ₹4.50/min ($0.05) platform rate
  • 1,100 minutes included
  • Everything in Pro
  • 20% off premium add-ons
  • Custom AI training
  • Dedicated support
  • Multiple phone numbers
Ultra
₹14,999/ month$180/month
Maximum value for enterprises
  • ₹4/min ($0.04) platform rate - lowest
  • 3,500 minutes included
  • Everything in Max
  • 30% off premium add-ons
  • Dedicated infrastructure
  • 99.9% uptime SLA
  • White-label option
  • Dedicated account manager

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  • AI Chatbot Development
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  • Careers
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  • Terms of Service
  • AI Voice Assistant
  • WhatsApp Voice AI
  • WhatsApp Bot Builder
  • AI Website Chatbot
  • AI-SDR
  • Number Masking
  • Shopify Apps
  • View All Products
  • For E-commerce
  • For Healthcare
  • For Real Estate
  • For Restaurants
  • For Appointments
  • View All Use Cases
  • AI Chatbot Development
  • Voice AI Development
  • Shopify Development
  • SaaS Development
  • WhatsApp API Integration
  • View All Services
  • Documentation
  • Voice Agent Docs
  • API Reference
  • Number Masking API Docs
  • Blog
  • Changelog
  • Book a Demo
  • About Us
  • Contact
  • Careers
  • Privacy Policy
  • Terms of Service

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