Company knowledge,
just one question away.
Robin is an internal AI assistant I built from scratch. Employees ask in ordinary language and get answers straight out of company documents, with a link to the source. It does not invent.
RAG · roles and permissions · source citations · multilingual
Every company has documents nobody reads.
An employee spends 20 minutes searching.
Robin solves that in a few seconds.
Staff handbooks · policies · contracts · pay scales
Smart, safe, in plain language.
You ask the way you would ask a colleague. Robin understands and answers to the point.
Every answer comes with the file and the page. It does not invent.
Everyone sees only what they should. Sensitive data stays protected.
PDF, Word, Excel and PowerPoint. You upload, and it is live.
When the document does not exist, it points you to the right person.
Runs on European servers. GDPR compliant, no data leaks.
Tested on hundreds of questions.
Robin went through a trial run with real users over real company documents. Hundreds of questions, accurate answers with a link to the source - it works entirely reliably.
What Robin is built from, and why.
No third-party box. I picked and built every part for a specific reason.
The whole API and the logic. Asynchronous, so it handles several questions at once - and streams answers as they come, not only when finished.
Documents are split into passages and stored as vectors. The relevant parts are then found in milliseconds, even across thousands of pages.
An embedding model chosen for its handling of Czech. Robin understands both "how much holiday do I have" and the formal language of a policy document.
First a fast, rough search, then a precise re-ranking with a cross-encoder. The answer comes from the right passages, not merely from similar words.
The language model that assembles an answer out of the passages found. It sticks to the context, cites the source - and when the answer is not in the documents, it says so.
Every user sees only their own department's documents, and tokens can be revoked instantly. The whole thing is containerised - deployed with a single command.
Want an app like this
for your own company?
Robin is a demonstration of what I can build - RAG over documents, roles, source citations, in any language. I can take the same approach to your problem.
jonassvetlik@gmail.com · I reply fast