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RAG chatbots, voice agents, and LLM integration

AI & Machine Learning

I build production-ready AI solutions—from RAG chatbots with citations and internet search to voice agents for web and mobile. With expertise in vector databases, LLM orchestration, and model deployment, I help you leverage AI to transform your products and automate complex workflows.

Ideal For

SaaS ProductsCustomer SupportEnterpriseHealthcareLegal TechE-commerce

Technologies & Tools

OpenAIAnthropicGeminiLangChainLangGraphLangfusePineconeQdrantPGVectorOpenSearchAlgoliaTypesenseRetellLiveKit

What's Included

RAG Chatbots with Citations

Document-based chatbots using Pinecone that generate responses with source citations

Voice Chat Agents

Retell and LiveKit integration for voice bots on web and mobile apps

Vector Database Setup

Pinecone, Qdrant, PGVector, AlloyDB, OpenSearch with sparse/dense indexing

LLM API Integration

OpenAI, Anthropic, Gemini, Mistral, Qwen, Gemma model integration

Internet-Enabled AI

Exa API integration for real-time web search in AI responses

Image Generation Pipelines

Custom image generation workflows with multiple model support

Model Deployment

vLLM, CUDA, PyTorch deployment on AWS for custom LLM models

AI Observability

Langfuse (hosted SaaS) and LangSmith for tracing, monitoring, and debugging

Search Solutions

Algolia and Typesense integration for fast, typo-tolerant search

What You'll Receive

1
Production-ready AI feature/chatbot
2
Vector database with document ingestion pipeline
3
API endpoints for AI services
4
Langfuse/LangSmith monitoring setup
5
Documentation and prompt templates
6
Cost optimization and caching strategies

My Process

A structured approach to ensure quality delivery and clear communication throughout the project

1

Discovery

Understanding your AI use case and data sources

2

Architecture

Designing RAG pipeline, vector DB schema, and LLM selection

3

Development

Building with LangChain/LangGraph, embedding, and chunking setup

4

Integration

Connecting to your app with APIs and real-time capabilities

5

Deployment

Production deployment with monitoring and cost optimization

Frequently Asked Questions

Common questions about this service

Ready to Get Started?

Let's discuss how ai & machine learning can help achieve your goals and transform your vision into reality.