AI Systems · LLMs & Vector Retrieval · India
Custom AI Application & Intelligent Chatbot Development Services in India
Premier Custom AI Application & Intelligent Chatbot Development services for clients in India. Direct founder architecture, 100% IP ownership, and rapid milestone delivery.
✦ Direct Answer & Architecture Scope:
Custom AI application development by Jyotirmay Ray builds domain-specific LLM chatbots, automated assistants, and document analysis tools with vector search RAG to eliminate hallucinations. Serving founders, companies, and agencies across India (Bangalore, Mumbai, Delhi NCR, Hyderabad) with dedicated sprint delivery.
Production Deliverables & Milestone Roadmap
Custom Custom AI Application & Intelligent Chatbot Development Architecture & System Design
100% Intellectual Property Transfer to India Entity
Direct Milestone-Based Sprints with Founder-Engineer
Production Cloud & Database Deployment
Comprehensive Technical Handover & 30-Day SLA Support
Technical Architecture & Production Implementation
SYSTEM TOPOLOGY BLUEPRINT
User Chat Input
├── Semantic Embedding Model (text-embedding-3)
├── Pinecone / pgvector Similarity Search
└── Streaming Claude / GPT-4o Response Pipeline
VERIFIED CODE PATTERN
# Python FastAPI Streaming RAG Endpoint
from fastapi import FastAPI
from fastapi.responses import StreamingResponse
from openai import AsyncOpenAI
app = FastAPI()
client = AsyncOpenAI()
async def stream_rag(query: str, context: str):
res = await client.chat.completions.create(
model="gpt-4o",
messages=[{"role": "system", "content": f"Answer grounded in: {context}"}, {"role": "user", "content": query}],
stream=True
)
async for chunk in res:
if chunk.choices[0].delta.content: yield chunk.choices[0].delta.contentFrequently Asked Questions & Technical Scope
How do you ensure the AI chatbot gives accurate business answers?
We ground responses using Retrieval-Augmented Generation (RAG) against your verified knowledge documents.
Do you work with clients based in India?
Yes. We work extensively with businesses across India (Bangalore, Mumbai, Delhi NCR, Hyderabad, Pune, Chennai, Kolkata), coordinating seamlessly across local time zones.
Ready to build your Custom AI Application & Intelligent Chatbot Development Services in India?
Direct technical collaboration with founder-engineer Jyotirmay Ray. Zero middlemen, 100% intellectual property transfer, and rapid sprint delivery.