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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
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  • Overview
  • Cartesia
  • ElevenLabs
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  • 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
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  • Security Best Practices
  • Trigger Call via API
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  • Overview
  • Financial Services
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  • Hyperlocal
  • Healthcare
  • Education
  • Overview
  • Customer Support
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  • Marketing Campaigns
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  • Overview
  • Customer Support Bot
  • Order Status IVR
  • Appointment Booking
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  • Overview
  • Migrate from Vapi
  • Migrate from Retell AI
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  1. Docs
  2. AI Voice Agent
  3. Languages
  4. Assamese

Assamese Voice Agents

Build voice agents for Assamese (অসমীয়া) with specialized provider configurations for Northeast India.

Assamese Voice Agents

Assamese (as-IN) is a low-resource language with limited but growing support. This guide covers the best configurations for Assamese voice agents.

Quick Start

{
  "agent": {
    "name": "Assamese Support Agent",
    "language": "as-IN",

    "llmProvider": "gemini",
    "llmModel": "gemini-2.0-flash",

    "sttProvider": "elevenlabs",
    "sttModel": "scribe",

    "ttsProvider": "azure",
    "ttsVoice": "as-IN-YashicaNeural",

    "greetingMessage": "নমস্কাৰ! মই আপোনাক কেনেকৈ সহায় কৰিব পাৰোঁ?",

    "prompt": "আপুনি এজন সহায়কাৰী। অসমীয়াত উত্তৰ দিয়ক।"
  }
}

Provider Landscape

Assamese has limited provider support compared to major languages:

STT (Speech-to-Text)

Provider Model WER Status
ElevenLabs scribe 15-25% Best option
Google chirp 25-35% Usable
OpenAI whisper 20-30% Alternative

Recommendation: ElevenLabs Scribe offers best Assamese accuracy.

TTS (Text-to-Speech)

Provider Voices Quality
Azure 2 Neural Good
Google Limited Fair

Recommendation: Azure is the only reliable option for Assamese TTS.

LLM

Provider Model Assamese Understanding
Gemini 2.0 flash Best for Indic
GPT-4 full Good

Recommendation: Gemini 2.0 Flash for best Assamese comprehension.

Azure Assamese Voices

Voice Gender Style
as-IN-YashicaNeural Female Professional
as-IN-PriyomNeural Male Professional

Voice Configuration

{
  "ttsProvider": "azure",
  "ttsVoice": "as-IN-YashicaNeural",
  "ttsConfig": {
    "speakingRate": 0.95,
    "pitch": "0%"
  }
}

ElevenLabs Scribe for Assamese

ElevenLabs Scribe provides the best STT accuracy for Assamese:

{
  "sttProvider": "elevenlabs",
  "sttModel": "scribe",
  "sttConfig": {
    "language_code": "as"
  }
}

Why Scribe Works

  • Trained on diverse Indic languages
  • Better handling of tonal variations
  • Supports code-switching with English

Assamese Script Handling

Prompt in Assamese

{
  "prompt": "আপুনি এজন গ্ৰাহক সেৱা সহায়ক।\n\n## নিয়ম\n- বিনয়ী হওক\n- স্পষ্ট উত্তৰ দিয়ক\n- সমস্যা সমাধান কৰক"
}

Transliteration Support

{
  "prompt": "Users may type Assamese in Roman script (e.g., 'muk order status lage'). Understand both Assamese script (অসমীয়া) and Roman transliterations. Respond in Assamese script."
}

Script Comparison

Assamese uses a script similar to Bengali with some differences:

Assamese Bengali Sound
ৰ র ro
ৱ - wo
ক্ষ ক্ষ khyo

Script Detection

func IsAssamese(text string) bool {
    // Check for Assamese-specific characters
    for _, r := range text {
        // ৰ (U+09F0) and ৱ (U+09F1) are unique to Assamese
        if r == 0x09F0 || r == 0x09F1 {
            return true
        }
        // General Bengali/Assamese range
        if r >= 0x0980 && r <= 0x09FF {
            return true
        }
    }
    return false
}

Formality in Assamese

{
  "prompt": "## Formality Guidelines\n- Use 'আপুনি' (respectful you) not 'তুমি'\n- Use honorific 'দেউ' or 'বাই' when appropriate\n- Add respectful particles: 'দেই', 'নহয় জানো'\n- Use formal greetings: 'নমস্কাৰ'"
}

Formal vs Informal

Formal Informal
আপুনি কেনে আছে? তুমি কেনে আছা?
কওক কোৱা
আহক আহা
ধন্যবাদ থেংকিউ

Regional Considerations

Assamese Dialects

Dialect Region Notes
Standard Guwahati Media standard
Eastern Upper Assam Slightly different vocabulary
Western Lower Assam Bengali influence
Kamrupi Kamrup Historical dialect

Cultural Context

{
  "prompt": "## Cultural Notes\n- Be aware of Bihu festivals (April, October, January)\n- Use regional greetings during festivals\n- Understand references to local places and customs\n- Respect for elders is important - use appropriate honorifics"
}

Complete Example

Customer Support Agent

{
  "agent": {
    "name": "Assamese Customer Support",
    "language": "as-IN",

    "llmProvider": "gemini",
    "llmModel": "gemini-2.0-flash",
    "llmTemperature": 0.7,

    "sttProvider": "elevenlabs",
    "sttModel": "scribe",
    "sttConfig": {
      "language_code": "as"
    },

    "ttsProvider": "azure",
    "ttsVoice": "as-IN-YashicaNeural",

    "greetingMessage": "নমস্কাৰ! মই আপোনাৰ সেৱাত আছোঁ। আপোনাৰ অৰ্ডাৰৰ বিষয়ে বা আন কিবা সহায় লাগিলে কওক।",

    "prompt": "আপুনি এজন গ্ৰাহক সেৱা সহায়ক।\n\n## আপোনাৰ কাম\n- গ্ৰাহকৰ সমস্যা সমাধান কৰক\n- বিনয়ী আৰু সহায়কাৰী হওক\n- স্পষ্ট উত্তৰ দিয়ক\n\n## ভাষা\n- শুদ্ধ অসমীয়া ব্যৱহাৰ কৰক\n- 'আপুনি' ব্যৱহাৰ কৰক, 'তুমি' নহয়",

    "allowInterruptions": true
  }
}

Testing Assamese Agents

Test Phrases

# Greetings
"নমস্কাৰ"
"হেল্ল'"

# Queries
"মোৰ অৰ্ডাৰ ক'ত?"
"মোক অৰ্ডাৰ ষ্টেটাচ লাগে"

# Romanized
"Muk order status lage"
"Order koila ahibo?"

# Edge cases
"হয়" (yes)
"নহয়" (no)

Accuracy Challenges

Assamese STT faces unique challenges:

Challenge Impact Mitigation
Limited training data Higher WER Use ElevenLabs Scribe
Similar to Bengali Misdetection Explicit language setting
Regional accents Variable accuracy Prompt for clarification

Fallback Strategy

Given limited support, implement fallbacks:

func processAssameseAudio(audio []byte) (string, error) {
    // Try ElevenLabs first
    transcript, err := elevenlabsSTT.Transcribe(audio, "as")
    if err != nil {
        // Fallback to Google
        transcript, err = googleSTT.Transcribe(audio, "as-IN")
    }

    // Check confidence
    if transcript.Confidence < 0.6 {
        return "", errors.New("low confidence, ask user to repeat")
    }

    return transcript.Text, err
}

Ask for Clarification

{
  "prompt": "If you're unsure what the user said, politely ask them to repeat: 'মাফ কৰিব, অলপ স্পষ্টকৈ ক'ব পাৰিবনে?'"
}

Cost Analysis

Provider Costs

Provider Type Cost/min
ElevenLabs Scribe STT ₹0.56
Azure Neural TTS ₹1.01
Gemini 2.0 LLM ₹0.05

Total estimated cost: ₹1.62/minute

Comparison

Configuration Cost/min Quality
ElevenLabs + Azure + Gemini ₹1.62 Best
Google + Azure + Gemini ₹2.40 Good

Limitations

  • STT accuracy: 15-25% WER (higher than major languages)
  • TTS options: Only Azure available
  • LLM understanding: Good but not native-level
  • Training data: Limited compared to Hindi/Bengali

Best Practices

1. Set Clear Expectations

{
  "greetingMessage": "নমস্কাৰ! মই অসমীয়াত কথা পাতিব পাৰোঁ। যদি মই বুজি নাপাওঁ, অলপ স্পষ্টকৈ কওক।"
}

2. Support English Fallback

{
  "prompt": "If the user switches to English or you can't understand Assamese input, respond in English while offering to continue in Assamese."
}

3. Use Confirmation

{
  "prompt": "Always confirm important details: 'আপোনাৰ অৰ্ডাৰ নম্বৰ 12345, ঠিক নে?'"
}

Next Steps

  • Hindi - Hindi configuration
  • Tamil - Tamil configuration
  • Indian Languages - All Indian languages
Previous
Tamil
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Other Indian Languages

On this page

  • Quick Start
  • Provider Landscape
  • STT (Speech-to-Text)
  • TTS (Text-to-Speech)
  • LLM
  • Azure Assamese Voices
  • Voice Configuration
  • ElevenLabs Scribe for Assamese
  • Why Scribe Works
  • Assamese Script Handling
  • Prompt in Assamese
  • Transliteration Support
  • Script Comparison
  • Script Detection
  • Formality in Assamese
  • Formal vs Informal
  • Regional Considerations
  • Assamese Dialects
  • Cultural Context
  • Complete Example
  • Customer Support Agent
  • Testing Assamese Agents
  • Test Phrases
  • Accuracy Challenges
  • Fallback Strategy
  • Ask for Clarification
  • Cost Analysis
  • Provider Costs
  • Comparison
  • Limitations
  • Best Practices
  • 1. Set Clear Expectations
  • 2. Support English Fallback
  • 3. Use Confirmation
  • Next Steps

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