AI Systems · LLMs & Vector Retrieval · Indore

Custom AI Application & Intelligent Chatbot Development in Indore

Premier Custom AI Application & Intelligent Chatbot Development for startups and companies in Indore, India. Direct founder architecture, scalable cloud systems, and 100% IP ownership.

✦ 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. Dedicated engineering partner for clients across Indore, Madhya Pradesh (India).
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Production Deliverables & Milestone Roadmap

Custom Custom AI Application & Intelligent Chatbot Development Implementation for Indore Teams
100% Intellectual Property Ownership & Source Code Handover
Milestone Sprints with Direct Founder Engineering
High-Availability Cloud Deployment & Monitoring Setup

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 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"Ground answer: {context}"}, {"role": "user", "content": query}],
        stream=True
    )
    async for chunk in res:
        if chunk.choices[0].delta.content: yield chunk.choices[0].delta.content

Frequently Asked Questions & Technical Scope

Do you work with businesses based in Indore?
Yes. We collaborate seamlessly with teams in Indore (India) across overlapping time zones and transparent milestone updates.
What is the typical pricing and delivery timeline?
Projects are scoped and delivered in fixed-price 4 to 10 week milestone sprints with zero hidden charges.
Ready to build your Custom AI Application & Intelligent Chatbot Development in Indore?
Direct technical collaboration with founder-engineer Jyotirmay Ray. Zero middlemen, 100% intellectual property transfer, and rapid sprint delivery.
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