You will get RAG and LangChain Integration, OpenAI, Vector Search, Embeddings, Python

Dmitriy M.Status: Offline
Dmitriy M. Dmitriy M.
5.0
Top Rated

Let a pro handle the details

Buy Generative AI services from Dmitriy, priced and ready to go.
Dmitriy M.Status: Offline
Dmitriy M. Dmitriy M.
5.0
Top Rated

Let a pro handle the details

Buy Generative AI services from Dmitriy, priced and ready to go.

Project details

Production-ready RAG builds with LangChain, OpenAI embeddings, and your choice of vector DB (Pinecone, Weaviate, Supabase pgvector). End-to-end from ingestion to evaluated answers.

You get:
 • LangChain pipeline with custom chunking for your content
 • Vector DB integration (Pinecone, Weaviate, or pgvector)
 • Eval harness to measure answer quality before shipping
 • Citation tracking so users verify sources
 • Admin UI: ingest docs, monitor queries, tune retrieval
 • Production deployment on your hosting

Tech: LangChain, OpenAI text-embedding-3, GPT-4o or Claude Sonnet, Pinecone or Weaviate or Supabase pgvector, FastAPI or Nest.js backend, Next.js admin UI.

Use cases I have built:
 • Document Q&A for SaaS knowledge bases (legal, healthcare, finance)
 • Internal copilot over Confluence, Notion, Google Drive
 • Research assistant with citation tracking
 • Multi-tenant RAG for customer-facing AI products

Keywords: rag, langchain, vector search, embeddings, openai, pinecone, weaviate, pgvector, ai document q&a, knowledge base ai, retrieval augmented generation, ai copilot, semantic search.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Transformer Model
AI Applications
AI Chatbot, AI-Generated Code, Conversational AI
AI Models
ChatGPT, GPT-4
What's included
Service Tiers Starter
$750
Standard
$1,800
Advanced
$3,500
Delivery Time 7 days 14 days 28 days
Number of Revisions
123
AI Model Integration
Batch Normalization
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Database Integration
Detailed Code Comments
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Image Upscaling
MLOps
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Model Deployment
Model Documentation
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Model Monitoring
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Model Testing & Optimization
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Model Tuning
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Natural Language Processing
NLP Tokenization
Pre-Training
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Prompt Engineering
Setup File
-
Source Code
5.0
49 reviews
98% Complete
2% Complete
1% Complete
(0)
1% Complete
(0)
1% Complete
(0)

EW

Edgard W.
5.00
Dec 29, 2025
Faktastisch Development

AJ

Alan J.
5.00
Mar 21, 2024
Developer for edu site

AM

Andrea M.
5.00
May 5, 2022
Advice for Creation of NFT to be associated with physical art Punctual and precise in the explanations

AM

Andrea M.
5.00
Apr 13, 2022
Advice for Creation of NFT to be associated with physical art I recommend him, very knowledgeable and helpful

AM

Andrea M.
5.00
Feb 22, 2022
Creation of NFT to be associated with physical art Dmitriy was very helpful to resolve some problems and answer some questions about blockchain technology
Dmitriy M.Status: Offline

About Dmitriy

Dmitriy M.Status: Offline
Senior AI Engineer LangChain OpenAI LLM RAG Agentic AI Developer
100% Job Success
5.0  (49 reviews)
Zaporizhzhya, Ukraine - 9:51 pm local time
Senior Full Stack Developer. Top Rated Plus, 100% Job Success, $276K+ earned across 54 jobs since 2014 on Upwork. CEO/CTO at 2muchcoffee agency.

Recent work: Faktastisch (1700+ hrs, $86K, 5-star) full-stack React/Node SaaS rebuild, Proctoring MVP (active), educational platform ($29K React/Next.js), CTO-as-advisor engagements. Past production builds: MediBrain, MyAnswer, VoiceDesk, Cosmo marketplace, Stepler (N1 Swedish Appstore fitness).

What I deliver:
- Senior full-stack architecture: React + Next.js frontend, Node.js + NestJS backend, PostgreSQL/MongoDB
- Code review and architecture consulting for engineering teams
- Production-ready SaaS from MVP to scale
- TypeScript end-to-end, GraphQL APIs, Supabase, AWS infrastructure
- AI integration when projects call for it: OpenAI, RAG, LangChain

Tech stack: React, Next.js, Node.js, NestJS, TypeScript, PostgreSQL, MongoDB, GraphQL, Supabase. Strong Angular and Python background. Lead engineer for product teams.

Senior Full Stack Developer, Full Stack Developer, React Developer, Next.js Developer, Node.js Developer, NestJS Developer, TypeScript Developer, Architecture Consultant, Code Review Specialist, AI Integration Developer.

Steps for completing your project

After purchasing the project, send requirements so Dmitriy can start the project.

Delivery time starts when Dmitriy receives requirements from you.

Dmitriy works on your project following the steps below.

Revisions may occur after the delivery date.

Discovery and content audit

Review your document sources, chunking constraints, accuracy target, and integration points. Choose vector DB and embedding model. Written scope before code.

Build phase (pipeline plus eval)

LangChain pipeline build, vector DB integration, eval harness with your test queries, admin UI for ingestion and monitoring. Iterative demos every two to three days.

Review the work, release payment, and leave feedback to Dmitriy.