This page walks you through the first hour — not infrastructure deep dives. Upload a file, work runs in background, download usable output. The question isn't "how is it built inside" but "can I install tonight and use it tomorrow without friction?" Answer below.
Fig 1. First-hour flow — overview
The question isn't technical: "does it understand my everyday speech?" The answer is one real test — call, interview, episode, or lecture. If the text is useful right away, you already have your reason to keep it.
You need to see clearly what's happening to your files, without complicated menus. Upload, check progress, download result. For Marco and Giulia: less operational friction. For Luca and Sara: less time lost in unclear tools.
When the first test works, it becomes part of your routine. Process consistently without depending on pay-per-use services. Footer has a technical reference for anyone who wants to go deeper.
The first doubts get answered in plain language, not buried in technical detail. "Can my PC handle this?" — run one representative file tonight, don't guess from benchmarks. "Will Italian output be good enough?" — same: your meeting, interview, episode, or lecture. "Can I trust long recordings?" — start it, come back to results, no babysitting every minute.
Privacy and licensing block people too, especially after unclear cloud terms. Here the core workflow stays simple and low-risk: install, test, evaluate, repeat. If the output helps, keep going; if not, you learned fast without lock-in. Marco, Giulia, Luca, and Sara decide from results, not promises.
Before
Marco postpones recap emails because notes are incomplete.
Giulia delays captions and feels pressure near publish time.
Luca spends extra hours replaying interview audio for quotes.
Sara avoids reviewing long lectures because manual replay is exhausting.
After first file
Each person uploads one real recording and moves on with work.
Processing completes while other tasks continue in parallel.
Transcript and subtitle outputs become reusable working assets.
The new routine becomes weekly because it saves real time.If you've read this far, don't wait for a perfect moment. Open quickstart, process one real file, and see if your next recap, episode, article, or study session gets easier. That single test is what matters. Technical note: one local speech model powers the core transcription path.