Chatbot over your documents
A private assistant that answers from your manuals, policies, or product docs — with citations, so it never makes things up. Powered by Retrieval-Augmented Generation.
I build document chatbots, Telegram bots, and FastAPI backends for businesses — real, tested systems shipped in days, not months. Based in Astana, working worldwide.
Pick what moves your business. Everything ships with clean code, tests, and a handover.
A private assistant that answers from your manuals, policies, or product docs — with citations, so it never makes things up. Powered by Retrieval-Augmented Generation.
Lead capture, support, bookings, reminders, AI replies with memory. Connected to your sheets, CRM, or database.
Stop doing it by hand: data scraping, report generation, integrations between the tools you already use, scheduled jobs.
APIs, auth, dashboards, multi-agent pipelines. Production-shaped architecture you can hand to any team later.
This runs my rag-service retrieval logic right in your browser over a sample shop FAQ — exactly how a real client's chatbot answers from their docs, with a citation.
Hi! Ask me about shipping, returns, payment, warranty or hours. 👋
For your business this connects to your documents and runs on a real LLM. The engine is open-source: github.com/wpalish/rag-service.
Every line is on GitHub — you can read it, run it, and see the tests pass.
Ingests documents, retrieves the most relevant passages, and answers grounded questions with citations and a hallucination guard. This is the engine behind the "chatbot over your docs" service.
A planner breaks a goal into tasks, worker agents run in parallel, and a synthesizer merges the results — the pattern behind complex AI automations and research assistants.
A Claude-powered Telegram assistant, a React hooks library for AI interfaces, and 25+ other repositories across web and AI.
A short call to understand the problem and define a tight, useful first version. You get a fixed quote — no surprises.
I ship a working version fast, share progress, and iterate on your feedback. Clean, tested code from day one.
Deployed, documented, and explained. You own everything — code, accounts, and a simple guide to run it.
Final quote after a free call. These are typical starting ranges.
A focused bot or automation.
Doc chatbot or custom backend.
Bigger build or ongoing work.
Free 20-minute call. I'll tell you honestly if AI is the right fit — and quote a fixed price if it is.