R&D

SAM AI

Voice-first Hinglish business assistant that executes structured actions across our application ecosystem.

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The Challenge

The Problem SAM AI Solves

Business owners and field managers on the go struggle with multi-click web interfaces when they need a quick dispatch update, customer ledger balance, or worker attendance summary in seconds.

An intelligent voice and text assistant engineered to understand conversational Hinglish as spoken in Indian commercial markets, translating spoken queries into precise database actions and report lookups.

Target Fit

Who It’s Built For

Designed specifically for teams experiencing bottlenecks in these areas.

Manufacturing and trading business owners who prefer natural spoken interaction

Field sales representatives needing quick customer balance lookups on mobile

Plant managers wanting conversational voice access to shop-floor metrics

Core Capabilities

Key Features & Architectural Highlights

Engineered for daily resilience, rapid response, and operational reliability.

Natural Hinglish Comprehension

Specialized intent parsing trained on vernacular commercial terms ('kitna maal dispatch hua', 'party ka balance kitna hai', 'aaj press 3 chal raha hai kya').

Action Execution with Safety Gates

Translates voice requests into authenticated PostgreSQL queries with two-step confirmation prompts before executing any database update.

Low-Latency Multimodal Routing

Optimized routing across Groq and Claude inference providers with ElevenLabs ultra-low-latency voice synthesis for instant conversational responses.

Under the Hood

Verified Production Stack

Built on battle-tested, maintainable technologies with zero speculative bloat.

PythonFastAPISupabasePostgreSQL (pgvector)LLM routing (Groq / Claude)ElevenLabs voiceReact Native mobile app

Questions & Answers

Frequently Asked Questions about SAM AI

Practical details on implementation, architecture, and daily operations.

Can SAM AI make mistakes when mutating database records?↓

No direct mutations occur without explicit confirmation. SAM AI operates in read-only lookup mode by default; any state-changing action generates a structured confirmation card requiring explicit approval.

Does SAM AI work on mobile phones?↓

Yes. It is accessible via our dedicated React Native companion application and through secure voice-activated mobile widgets.

How does LLM routing work across Groq and Claude?↓

SAM AI uses dynamic latency- and cost-aware routing: fast operational queries and natural language lookups route through high-throughput Groq inference, while complex synthesis and multi-step reasoning route to Claude models.

Ready to Deploy SAM AI?

Connect directly with our engineering team to schedule a walkthrough, discuss custom factory specifications, or set up a pilot.

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