The errors that matter are predictable
After captioning enough videos, you notice AI mistakes aren't random. They cluster in a few places:
- Names. People, places and channels. "Kowalczyk" becomes "Kovalchik", or a common word that sounds close.
- Brands and products. Especially new ones the model has never heard, or names spelled unusually ("Lyft", "Flickr", "iPhone").
- Numbers. "Fifteen" versus "fifty", "1.5" versus "15", years and prices.
- Words that sound the same. Their/there, its/it's, affect/effect.
- Run-together or split words. "Home buys" versus "homebuys", or two words merged into one.
- Mumbled starts and ends. The first word after a pause and the last word before a cut.
The good news: if you know where errors hide, you don't need to proofread every word with the same attention.
Why reading isn't enough
Reading a transcript, your brain autocorrects. You see "fifty" and it looks fine, because it's a real word. You only catch it when you hear "fifteen". Proofreading captions is really a listening job.
The old way was to scrub the timeline, play a few seconds, pause, find the word in the transcript, fix it, and repeat. It's slow enough that most people skip it on short clips, which is exactly where one wrong word in a big emphasis caption hurts most.
A simple five-minute routine
- Skim for names and numbers first. Before you listen, scan the transcript for capitalised words and numbers. These are your high-risk words.
- Listen at 1.25× or 1.5×. Clean speech is easy to follow sped up, and you'll still hear when something sounds off.
- Click the suspicious words to hear them alone. One word in isolation settles most arguments.
- Fix capitals while you're there. "iphone" to "iPhone", "wow" to "WOW" if that's how it should look on screen.
- Delete the filler you don't want on screen. "Um", false starts and repeated words rarely deserve an animated caption.
How Captyne makes this quick
Since version 1.5.8, Captyne opens a Review Transcript view right after transcription. It plays your audio with the words laid out in order:
- Click a word to hear just that word. Space plays and pauses.
- Double-click to fix it. Type two words to split it, or clear it to delete it.
- Play at 0.75× to 1.5×.
- A small marker shows where each caption group starts, so you see the grouping as you listen.
Fixes keep their timing, capitals are kept exactly as typed, and everything is saved with the project. If you transcribe the same clip again later, your capitalisation is carried over.
When you can skip it
Be realistic. For a quick internal draft or a test render, skip the review and fix things in the preview later. Do the listening pass when the video is going public, has a guest's name in it, or will be posted by a client who will notice.
Get captions right the first time
Review Transcript is included in every Captyne plan, together with unlimited offline transcription.
See Plans & Pricing →Keep reading
- All the controls: Review Transcript (Help Centre)
- A worked example: Proofreading an interview transcript (Tutorial)
- Better input, fewer fixes: How to get more accurate transcriptions