Architectural Blueprint: Voice-to-Action Engine
How VyapaarFlow converts raw voice notes on WhatsApp into ERP ledger entries in 42ms.
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1. WhatsApp Voice Note
Awadhi / Hindi audio note captured
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2. Sarvam / Bhashini STT
38ms fine-tuned phoneme parsing
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3. Gemini 3.1 LLM
Intent classification & entity extraction
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4. Action Executed
Stock update + Bill PDF + Customer Alert
Multilingual NLU Latency Benchmark (ms)
Sub-50ms inference across regional Indian dialects.
Lucknow MSME Onboarding Rate (2025-2026)
Active Kiranas, Boutiques, & Hardware stores using Netra & VyapaarFlow.
Zero App Downloads
Runs entirely inside WhatsApp Business API. No app store installation required for shop owners or customers.
Hindi-First Intelligence
Native understanding of Awadhi, Hinglish, Bhojpuri mandi terminology, local weights, and informal credit notes (Udhaar).
Automated GeM & GST
Direct integration with Government e-Marketplace (GeM) catalog submission and GST portal e-invoicing.