AI Systems · LLMs & Vector Retrieval · for Funded Startups
Custom AI Application & Intelligent Chatbot Development for Funded Startups
Specialized Custom AI Application & Intelligent Chatbot Development for Funded Startups with rapid MVP validation, scalable cloud architecture, and investor-ready technical delivery. 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 Funded Startups, focusing on rapid MVP validation, scalable cloud architecture, and investor-ready technical delivery.
Production Deliverables & Milestone Roadmap
Tailored Custom AI Application & Intelligent Chatbot Development Built Specifically for Funded Startups
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 Funded Startups?
Direct technical collaboration with founder-engineer Jyotirmay Ray. Zero middlemen, 100% intellectual property transfer, and rapid sprint delivery.