I will build a custom rag ai chatbot with memory trained on your data


About this gig
Customers ask the same questions all day? I build AI chatbots that answer from your own documents, remember each customer and hand over to a human when needed.
Senior engineer: 13+ years, 150+ projects, 5.0 rating, zero negative reviews. I designed the long-term memory of an AI companion product, a 34-milestone project, so your bot won't lose context after three messages.
What you get:
- Answers grounded in your docs, website or Notion, with sources
- Memory per user, replies in your customer's language
- Website widget, WhatsApp, Telegram or Slack
- Human handoff, conversation logs and analytics
- Actions via your APIs: bookings, orders, CRM updates
Built to be trusted:
- Tested on your real questions before delivery
- Says "I don't know" instead of inventing answers
- Usage limits and caching keep the AI bill low
- Private option with local models: data stays on your server
Models: GPT, Claude, Gemini or open-source. Stack: Python, FastAPI, PostgreSQL with pgvector, React.
Send me a sample of your documents and I'll tell you what's realistic.
Get to know Anatolii S
AI and Bot Engineer: AI agents, n8n automation, Telegram bots, 13 years
- FromGermany
- Member sinceJan 2023
Languages
Ukrainian, Russian, English, German
My Portfolio
Other Chatbot Development Services I Offer
FAQ
Which data can the bot learn from?
PDFs, Word and Google Docs, websites, Notion, help-center articles, spreadsheets and databases. It doesn't train a new model: it finds the right passages in your content, so updates take minutes, not weeks.
How do you stop the bot from making things up?
Answers are built from retrieved passages with sources. Low-confidence questions get "I don't know" or a handoff to a human, and I test the bot on your real questions before delivery.
How much will it cost to run?
Usually cents per conversation with modern models. I set usage limits, caching and model routing, and give you a monthly estimate for your expected traffic before we start.
Is my data safe?
Your documents stay in your own database or cloud account. I can sign an NDA, follow GDPR and, for sensitive data, run open-source models on your server so nothing goes to third-party AI providers.
Can I update the knowledge base myself?
Yes. You get a simple way to add or remove documents (admin page, folder or Google Drive sync), and the bot picks up changes automatically.
Which channels are supported?
Website widget, WhatsApp Cloud API, Telegram, Slack, Discord, Messenger or your own app via API. Basic includes the website widget; other channels come with Standard or as an extra.

