AI Systems · LLMs & Vector Retrieval · Dubai
Custom AI Application & Intelligent Chatbot Development in Dubai
Expert Custom AI Application & Intelligent Chatbot Development for businesses in Dubai, UAE. Direct founder engineering, scalable architectures, and 100% IP transfer.
✦ 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 technical engineering partner for startups, tech brands, and enterprises in Dubai.
Production Deliverables & Milestone Roadmap
Bespoke Custom AI Application & Intelligent Chatbot Development Implementation for Dubai Clients
100% Source Code & Intellectual Property Ownership
High-Speed Production Deployment on Cloud Infrastructure
Direct Technical Consultation with Founder Jyotirmay Ray
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.
How do you collaborate with teams in Dubai?
We operate on transparent milestone sprints with direct communication, asynchronous video updates, and flexible time-zone overlapping calls.
Ready to build your Custom AI Application & Intelligent Chatbot Development in Dubai?
Direct technical collaboration with founder-engineer Jyotirmay Ray. Zero middlemen, 100% intellectual property transfer, and rapid sprint delivery.