Budget: 14000 UAH Deadline: 10 days
Hello! Processing a database of 10,000 products requires a special approach to architecture, as a simple search in Google Sheets for such a volume would be slow and inaccurate. My experience in automation through n8n allows me to implement this solution not as a regular chatbot, but as an intelligent matching system. What I propose to implement: • AI consulting and search: Implementation of smart assistants with vector search (RAG) for working with large product databases (10k+). • Payment and access automation: Full cycle from invoicing (WayForPay, Stars, Crypto) to granting access to closed channels/groups. • Systematic Lead Management: Automatic qualification, database collection (Scraping), and lead segmentation without manual work. • Operational automation: One-click label printing, financial accounting for 20+ cards, and real-time database synchronization. Cost and terms: • Budget: depends on the complexity of the architecture (approximately from $300 per process). • Timeline: from 3 to 10 working days. I am ready to develop a customized automation strategy for your business. Write to me — we will discuss the details and select the optimal stack of tools!
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Budget: 6500 UAH Deadline: 1 day
✋ Hello! We are the IT company dZENcode.
We are implementing an MVP AI consultant: clarifying dialogues, integration with a chat widget, RAG search through a Google Sheets catalog, and product output with links, based on the team's experience, best practices, and our own developments.
Is the structure of attributes and key filters defined?
Are unique SKUs and direct "add to cart" links used?
You can find detailed information about our services and rates on our website: Freelancehunt
Take a look – we will discuss the details of the work further, write when you are ready.
The final cost is formed only after clarifying the volume and requirements.
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Manager of dZENcode
Our strengths:
💎 10+ years providing IT services: Outsourcing, Outstaffing
🔥 90+ in-house specialists
🚀 Projects "from scratch" and for support
⚙️ SLA and post-production support
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Budget: 6500 UAH Deadline: 7 days
Good day. I am engaged in development and automation using the n8n service. Feel free to reach out to discuss the details. I will help you build a workflow with your catalog. I recommend Crisp. It is already added to n8n.
Budget: 7000 UAH Deadline: 7 days
Hello! 👋
I propose to implement your AI consultant for the website in Python with a backend on FastAPI or Django. This will allow us to create an MVP with full automation: integration of a chat widget (Crisp/Chatwoot/Tawk.to), handling requests via webhook, searching through Google Sheets (10k+ products), and using OpenAI for generating responses.
What we will do:
Integration with Google Sheets for exporting products (attributes, search with filters)
Logic for clarifying questions: a chain based on OpenAI (analyzing the request → clarification → recommendations of 5 products with explanations + links "add to cart")
Webhook → OpenAI (structured request) → Search/filtering in Sheets → OpenAI (response with products)
Testing on the website for a working MVP
Implementation will take approximately 3–5 weeks, considering the clarification of the technical specifications.
I am ready to discuss the technical specifications, details of the logic, and timelines in the chat. We can start with a prototype.
Budget: 16000 UAH Deadline: 10 days
Good day.
I am ready to take your project to work.
I can develop an AI assistant for you in the format of a widget on the website.
Write to me privately, we will discuss all the details and choose the best solution for you.
Budget: 6500 UAH Deadline: 1 day
Good day.
We can create an MVP AI consultant based on your scenario: products in Google Sheets, a chat widget on the website, and logic through n8n. We will set up the structure of attributes, search through the sheet, clarifying questions, and provide an answer in the form of 5 products with a brief explanation and links to add to the cart. We will work in such a way that from 10,000 products the bot gives relevant results and does not get confused, plus we will implement basic logging and quality control of responses. We are ready to discuss the technical specifications and quickly launch the first working version.
Budget: 6500 UAH Deadline: 7 days
Iryna, greetings. There are different ways to approach your task, it will depend on some moments, after a more detailed discussion it will be possible to determine the logic of building the automation. Feel free to reach out.
Budget: 6500 UAH Deadline: 6 days
Hello, I can quickly and efficiently implement and set up such a widget for you. We can agree on all the details in personal messages.
Budget: 6501 UAH Deadline: 7 days
Hello!
I have worked with large catalogs and know the main problem: AI starts to hallucinate or takes a long time to "think" when there are more than 1000 products.
My solution for your database (10,000 items):
Vector database (Pinecone/Supabase) + n8n. This guarantees a bot response time of up to 1.5 seconds. The bot will find the product even if the client made a mistake in the name or used a synonym.
Strict filtering. The bot first makes a technical request to the database (SQL/API), and only real stock is passed to OpenAI for response formulation. This excludes the suggestion of products that are out of stock.
Smart State Management. The bot remembers the entire dialogue. If the client changes the budget in the middle of the conversation, the bot will instantly recalculate the selection.
I am ready to create a working prototype (MVP) on part of your database so you can see the speed and logic in action.
Budget: 6500 UAH Deadline: 5 days
Hello! I have experience working with OpenAI API and n8n, so I am ready to implement an intelligent AI consultant for you.
Here’s how I will build the functionality for a database of 10,000 products:
Dialogue logic: Instead of chaotic responses, I will set up a guided scenario of clarifying questions (budget, category, key parameters) so that the AI gradually narrows down the search.
Data accuracy: I will configure system prompts so that the AI only returns real products from your database with direct links to the cart.
Search optimization: For 10,000 products, a regular search through Sheets can be slow, so I will propose an architecture that ensures a quick response from the bot.
Output: The bot will suggest the 5 most relevant products with justification for each choice.
Considering the volume of the catalog and the complexity of the question chain, I suggest discussing the details of the technical specifications for an accurate assessment of the timelines. I am available!
Budget: 6500 UAH Deadline: 3 days
Good day!
I will develop and configure an AI consultant for your website that will effectively advise on the assortment (10,000 products) and provide up to 5 recommendations. I have experience working with OpenAI, n8n, Google Sheets, and integrating chat widgets. I will think through the logic of clarifying questions.
Write to me in private messages, we will clarify the details.
Budget: 6500 UAH Deadline: 5 days
Hello.
I am implementing a working AI consultant with clear logic for clarifying questions for a catalog of approximately 10,000 products.
What I will do:
• I will build a guided dialogue scenario where the AI gradually narrows down the choices through key attributes (budget, purpose, characteristics).
• I will set up structured data search (without "inventing" products).
• I will implement ranking and provide 5 most relevant items.
• I will add explanations for why these specific products are recommended.
• I will provide direct links to "add to cart".
I work with OpenAI, n8n, integration through Crisp / Chatwoot / Tawk.to.
I design the logic so that the consultant not only answers but also guides the client to a choice.
I am ready to quickly get involved and work together to finalize the technical specifications to achieve a fully functional AI consultant on the website.
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Proposals are currently absent
Proposals concealed
Budget: 20000 UAH Deadline: 20 days
Good day! I represent the Nexus Core team. We specialize in developing intelligent automation systems and have significant experience working with n8n and OpenAI API for e-commerce. We clearly understand the task: for an assortment of 10,000 products, standard search will not work, so we will develop a multi-level logic of clarifying questions.
Our approach is based on creating an n8n workflow that analyzes the user's query through OpenAI, asks 3-5 targeted questions to narrow down the selection, and performs intelligent searches in your database in Google Sheets. As a result, the client receives not just text, but 5 specific product cards with reasoning "why this is suitable" and direct links "Add to cart." We will integrate the solution into your chat widget (Crisp, Chatwoot, or Tawk.to) and ensure stable system operation even under heavy loads.
Our cases in sales automation and AI bot development are under NDA, but in private messages, we are ready to discuss the logic of implementing such scenarios in detail.
What CRM system or store platform are you using to process the cart?
Do you already have prepared scenarios for the most common consultations for the AI knowledge base?
Are you planning to transfer the product database from Google Sheets to a professional database (PostgreSQL) in the future to speed up the search?
Write in private messages — we will discuss the chains of questions in detail and formulate the final technical specification for your project.
Budget: 22000 UAH Deadline: 14 days
Hello! The catalog size of 10,000 items makes the standard connection "n8n + Google Sheets" ineffective. With such a number of rows, direct queries to the table lead to critical delays and AI "hallucinations" due to limited accuracy in text search.
Here’s how I propose to implement this:
- Speed (Vector Database): Instead of directly scanning the table, I will convert your assortment into vector embeddings (Pinecone or Supabase). This will allow the bot to find the desired product in 0.5 seconds even among 10,000 items, understanding synonyms and context.
- Clarification Logic (State Management): I will implement a logic of gradual narrowing of the selection (Guided Selling) through clarifying technical attributes: category → budget → specific characteristics. The bot will work while preserving session history (Context Window), allowing it to correctly handle clarifying queries, taking into account previous user responses.
- Accuracy without hallucinations: I will use a strict prompt structure (System Prompt) and JSON validation on output. The bot will only provide real items from the database with direct "Add to Cart" buttons.
Stack: n8n (orchestration) + OpenAI GPT-4o-mini (logic) + Vector DB (fast search) + Crisp (interface).
If this technical approach suits you, let’s discuss the technical specifications. Write to me.
Budget: 25000 UAH Deadline: 6 days
Good day 👋
Interesting project. I have experience with API integrations, working with OpenCart, and product selection logic (filters, attributes, feeds).
The AI consultant can be implemented through the connection: chat widget → n8n → OpenAI → search in Google Sheets → generating a response with 5 products and links "Add to cart."
We will pay special attention to:
• a well-thought-out logic of clarifying questions (to gradually narrow down the choice from 10,000 products)
• working only with real products (without "made-up" answers)
• speed and stability of the scenario
Estimated budget for MVP: 25,000 UAH
Deadline: 4–6 working days
For a more accurate estimate, please clarify:
1. CMS of the site
2. Structure of attributes (5–10 key ones)
3. Whether to consider stock / prices in real-time
I am ready to discuss the architecture and phased launch of the MVP.
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