VaniX AI
Indic Voice Intelligence
Early Access Launch • Voice AI for 22+ Indic Languages

Conversational Voice AI,
Built Natively for India.

Empower enterprise customer support, fintech, and apps with human-like voice agents that seamlessly understand accents, regional dialects, and real-time code-switching (Hinglish, Tanglish) with < 180ms latency.

Zero spam 1,248+ waitlisted Instant API keys at launch
End-to-End Speech-to-Speech Code-Mixing Native Sovereign On-Prem / Cloud
Interactive Showcase

Experience Indic Voice Intelligence

Select any Indic language to test speech synthesis, code-mixing comprehension, and acoustic latency response.

Selected Language Dialect:
Hindi (हिन्दी)

North / Central India • 600M+ Native Speakers

Real-Time Acoustic Spectrum Ultra-Low Latency (<180ms)
Native Voice Agent Output Synthesized S2S

"नमस्ते! मैं आपकी लोन एप्लीकेशन और केवाईसी वेरिफिकेशन में कैसे मदद कर सकता हूँ?"

Translation: "Hello! How can I assist you with your loan application and KYC verification?"

Colloquial Code-Mixing Bilingual Resilience

Bilingual Code-Switch: "Sir, aapka Aadhaar OTP confirm ho gaya hai, disbursement next 10 minutes mein ho jayega."

Acoustic Dialect: Auto-Detected Confidence: 99.8%
Telephony Engine: SIP / WebRTC Ready Round-Trip: 174ms
Core Capabilities

Engineered for the Realities of Indian Speech

Western speech pipelines fail when confronted with Indian phonetics, noise, and rapid dialect switching. Here is how VaniX solves it.

Native Speech-to-Speech

Eliminates multi-step cascading latency (ASR → Translation → LLM → TTS). Direct acoustic tokenization delivers human-parity conversations in under 180ms.

Sub-200ms Turnaround

Bilingual Code-Switching

Seamlessly handles mid-sentence transitions between regional languages and English (e.g. Hinglish, Tanglish, Banglish) without losing context or intent.

Colloquial Dialect Resilient

Telephony & IVR Integration

Plug-and-play SIP trunks and WebRTC SDKs compatible with Exotel, Twilio, Asterisk, and Genesys. Deploy outbound and inbound agents in minutes.

SIP / WebRTC Native

Indian Acoustic Noise Shield

Custom-tuned beamforming and background noise isolation for Indian street sounds, traffic, train stations, and low-bitrate 2G/VoLTE audio codecs.

Codec & Noise Robust

Deterministic Guardrails

Rigid enterprise guardrails for Banking, Insurance, and Healthcare. Zero hallucination tolerance with policy enforcement and audit trail logging.

Zero Hallucination

Sovereign On-Premises

Deploy on Indian cloud zones (Mumbai, Hyderabad) or inside your sovereign enterprise data center. Fully compliant with DPDP Act 2023.

DPDP 2023 Compliant
Linguistic Coverage

Supported Indic Languages & Dialects

Explore native phonetics, script engines, and conversational benchmark latency.

System Architecture

Legacy Voice Stacks vs. VaniX S2S Engine

Why cascading pipelines fail on Indian accents and why unified acoustic tokenization changes everything.

Traditional Cascading Pipeline

Latency: 1,800ms - 3,500ms
1. Western ASR (Speech-to-Text) + 650ms (Fails on Indian Accents)
2. Text Translation to English + 500ms (Loses Colloquial Nuance)
3. Large Language Model (LLM) Inference + 900ms (High Token Latency)
4. Text-to-Speech (TTS) Synthesis + 750ms (Robotic Accent)
High latency breaks natural conversation flow; robotic tonality causes user drop-offs.

VaniX Indic S2S Engine

Latency: < 180ms
Direct Acoustic-to-Acoustic Foundation Zero Cascades

Continuous audio stream tokenization with joint Indic phonetic embeddings. Listens, comprehends dialect context, and synthesizes native speech simultaneously.

Turn-Taking Speed < 180ms Parity
Hinglish Handling 100% Native
Indistinguishable from a native human agent speaking your regional dialect.
Meet the Founder

Behind the Voice Intelligence

Active Research & Development
Keshav Singla - Founder
Keshav Singla Founder & Speech AI Engineer
India Speech-to-Speech
EXPERIENCE & TECHNICAL FOCUS

1+ Year Dedicated to ASR & Speech AI Engineering

"I have been working deeply in Automatic Speech Recognition (ASR) and conversational speech architectures for the past 1 year. My technical journey centers on fine-tuning acoustic models, tackling background noise suppression for Indian environments, benchmarking phonetic accuracy across regional dialects, and building ultra-responsive real-time audio streaming pipelines."

WHY I AM BUILDING VANIX AI

Solving the Indic Voice Divide

"India is home to 1.4 billion people conversing across 22+ official languages and hundreds of colloquial dialects. Yet, almost all existing voice agents are retrofitted Western models that force audio through slow, chained translation layers (ASR → English Translation → LLM → Robotic TTS). This introduces 3+ seconds of latency and strips away emotional cadence and code-switching nuance."

"I am building VaniX AI to create a truly sovereign, direct Speech-to-Speech foundation that operates in sub-180ms — empowering every Indian to interact with technology naturally in their own dialect and Hinglish."

ASR Fine-Tuning Acoustic Tokenization Indic Code-Mixing

Join the Priority Waitlist

We are granting selective early access to enterprise teams, fintechs, and AI developers. Reserve your spot for sandbox API keys and launch credits.

🚀 Founder Batch Access • Zero Commitment • Free Sandbox Credits Included

Frequently Asked Questions

Frequently Asked Questions

Traditional solutions chain together ASR, machine translation, LLM reasoning, and TTS synthesis, racking up 2 to 3.5 seconds of turnaround. VaniX uses a direct end-to-end Speech-to-Speech (S2S) model with continuous acoustic token streaming, allowing it to begin speaking before the user sentence even ends.
Yes! VaniX was explicitly trained on conversational Indian audio datasets containing colloquial code-switching. It effortlessly understands sentences where the speaker starts in Hindi/Tamil and switches numbers or key nouns to English.
We provide standard SIP trunking, WebRTC connectors, and WebSocket streaming endpoints that integrate directly into existing contact center infrastructures (Asterisk, Genesys, Twilio, Exotel, Plivo).
All audio streams and token embeddings reside within sovereign Indian cloud data centers (Mumbai and Hyderabad regions) or on-premises within your private VPC, in strict compliance with the Digital Personal Data Protection (DPDP) Act 2023.