AI Systems · LLMs & Vector Retrieval · for Digital Agencies
Custom AI Application & Intelligent Chatbot Development for Digital Agencies
Specialized Custom AI Application & Intelligent Chatbot Development for Digital Agencies with white-label technical execution, strict NDA protection, and direct sprint deliveries. 100% source code ownership and direct founder engineering.
✦ 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. Specifically tailored for Digital Agencies, focusing on white-label technical execution, strict NDA protection, and direct sprint deliveries.
Production Deliverables & Milestone Roadmap
Tailored Custom AI Application & Intelligent Chatbot Development Built Specifically for Digital Agencies
Full Source Code & Architecture Handover
Direct Sprint Milestones with Zero Account Managers
Comprehensive Technical Testing & Production Launch
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.
Ready to build your Custom AI Application & Intelligent Chatbot Development for Digital Agencies?
Direct technical collaboration with founder-engineer Jyotirmay Ray. Zero middlemen, 100% intellectual property transfer, and rapid sprint delivery.