You will get Audit and Roadmap for your AI Chatbot | AI Agent | RAG
Rising Talent
Project details
Get a comprehensive AI audit and implementation roadmap.
I review your AI chatbot, AI agent, or RAG system across use case fit, data readiness, LLM selection, LangChain architecture, vector database setup, and API integrations.
You’ll receive a practical, step-by-step roadmap covering RAG design, model choice (OpenAI, Claude, Llama, etc.), system architecture, and a step-by-step plan to move from prototype to scalable deployment.
Ideal for teams planning a new AI chatbot, improving an AI agent, optimizing a LangChain/RAG stack, or preparing for production.
Message me before ordering so we can tailor the AI audit to your current architecture and scope.
I review your AI chatbot, AI agent, or RAG system across use case fit, data readiness, LLM selection, LangChain architecture, vector database setup, and API integrations.
You’ll receive a practical, step-by-step roadmap covering RAG design, model choice (OpenAI, Claude, Llama, etc.), system architecture, and a step-by-step plan to move from prototype to scalable deployment.
Ideal for teams planning a new AI chatbot, improving an AI agent, optimizing a LangChain/RAG stack, or preparing for production.
Message me before ordering so we can tailor the AI audit to your current architecture and scope.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Transformer ModelAI Applications
AI Chatbot, AI Content Creation, AI Mobile App Development, AI Text-to-Image, AI-Generated Code, Conversational AI, Natural Language Understanding, Sentiment Analysis, Text RecognitionAI Development Language
PythonAI Tools
Hugging Face, NVIDIA AI Platform, Word2vecAI Models
BERT, ChatGPT, GPT-3, GPT-4, LLaMA, OpenAI CodexWhat's included $100
These options are included with the project scope.
$100
- Delivery Time 5 days
4 reviews
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HM
Hakims M.
Jun 18, 2026
30 minute consultation
Sergei provided a clear and highly technical second opinion on my MVP architecture and helped me understand the gaps in our current LLM setup. He explained how to structure our RAG pipelines, improve document processing, and choose between a lightweight workflow or LangChain‑based approach. The session was very practical - he broke down vector search, embeddings, and agentic workflows in a way that made the next steps obvious. I'm looking forward to our next consultation, because I'll be ordering more! Thanks.
ID
Ivans D.
May 8, 2026
Automate Invoice Processing with Local LLM, OCR and n8n (No Cloud)
The final result exceeded our expectations! Sergei and his team helped us set up a fully local invoice processing pipeline: OCR, LLM extraction with Ollama, and n8n automation, all without the cloud. Professional, responsive, and clearly knows his stuff. 10/10 would recommend!
NN
Natallia N.
Apr 15, 2026
AI Chatbot Developer, Add RAG Search + Better Support Responses
Really great experience working with Sergei and the Gless ai team! They helped improve our AI chatbot (OpenAI + LangChain), especially around RAG and search quality - responses became much more accurate and useful.
Super easy to work with, very responsive, and clearly experienced with real-world chatbot systems. Highly recommended!
Super easy to work with, very responsive, and clearly experienced with real-world chatbot systems. Highly recommended!
AK
Assaf K.
Sep 18, 2023
Expert Developer with OpenAI API Experience
Great work! will be happy to do another project in the future. Thanks
About Sergei
AI App & Platform Developer | Agents, RAG, MVP, Automation, ChatBot
100%
Job Success
Toronto, Canada - 2:31 am local time
I'm a Machine Learning Engineer and former Aerospace Engineer, founder of Gless AI – a Toronto-based AI agency. I specialize in RAG, Large Language Models, Chatbots, and AI agents.
𝐖𝐡𝐚𝐭 𝐈 𝐜𝐚𝐧 𝐛𝐮𝐢𝐥𝐝 𝐟𝐨𝐫 𝐲𝐨𝐮:
- AI agents that automate multi-step workflows (sales ops, support, internal tools)
- Chatbots that handle real customer conversations - not just FAQs
- RAG systems that turn messy documents into accurate, reliable answers
- AI pipelines that process text, images, audio, and documents into structured outputs
- End-to-end LLM integrations into your existing systems (CRM, ERP, APIs)
𝐓𝐞𝐜𝐡 𝐬𝐭𝐚𝐜𝐤 (𝐩𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧-𝐫𝐞𝐚𝐝𝐲):
- AI Agents & Workflows: LangGraph, MCP, Agentic RAG, OpenClaw, n8n
- LLMs: OpenAI (GPT-4/5), Claude, Gemini, Mistral, Llama, Qwen
- RAG & Vector DBs: Qdrant, Milvus, FAISS, hybrid search, GraphRAG, Pinecone
𝐃𝐚𝐭𝐚 𝐏𝐫𝐢𝐯𝐚𝐜𝐲 & 𝐎𝐰𝐧𝐞𝐫𝐬𝐡𝐢𝐩:
- On-premise deployment available – your data never leaves your infrastructure
- Full source code handoff – no vendor lock-in, no monthly fees
- Open-source models (LLaMA, Mistral, Qwen) deployable on your own servers for regulated industries
I’m transparent about scope, timelines, and feasibility. I don’t promise unrealistic “build ChatGPT in a week” projects - I deliver working systems that actually solve the problem.
𝐖𝐡𝐲 𝐢𝐭 𝐰𝐨𝐫𝐤𝐬:
· I'm straightforward – if your problem can be solved simply, I'll tell you that instead of overselling
· I move fast – most clients see a working prototype within 2 days
· You own everything – full source code, no subscriptions, no lock-in
· I've built and sold a business myself, so I treat your budget like mine
𝑴𝒆𝒔𝒔𝒂𝒈𝒆 𝒎𝒆 𝒘𝒉𝒂𝒕 𝒚𝒐𝒖'𝒓𝒆 𝒃𝒖𝒊𝒍𝒅𝒊𝒏𝒈 - 𝑰'𝒍𝒍 𝒕𝒆𝒍𝒍 𝒚𝒐𝒖 𝒘𝒊𝒕𝒉𝒊𝒏 24 𝒉𝒐𝒖𝒓𝒔 𝒊𝒇 𝒂𝒏𝒅 𝒉𝒐𝒘 𝑰 𝒄𝒂𝒏 𝒉𝒆𝒍𝒑.
Steps for completing your project
After purchasing the project, send requirements so Sergei can start the project.
Delivery time starts when Sergei receives requirements from you.
Sergei works on your project following the steps below.
Revisions may occur after the delivery date.
Requirements review
Schedule a call