What the write-ups measured
- Word boundaries "can sit approximately 120ms off", about four frames, compounding across a 60-cut edit. (Clixie)
- Whisper "folds preceding silence into the first word"; Scribe "timestamps drift 50–100 ms"; an auto-editor caption "ended exactly 4–5 seconds after it started". (laozhang)
- Word ends run "100 to 300 ms early", so cuts need forced alignment. (Sprites)
- "Captions drifting out of sync in the second half" is listed as an expected failure. (Jordan Hongtai)
Why it compounds
A transcription model guesses where each word starts and ends. Guess 100 ms late on a word, cut the silence after it, and the next caption now starts 100 ms late too. Do that sixty times and the captions in the back half are a second behind the mouth. Burned-in captions cannot be nudged afterwards without re-rendering, so the usual fix is to watch the whole video, note the drift, and run it again.
the sentence
How RealTake keeps captions on the word
RealTake's caption engine transcribes word by word and times each word against the frame, then decides which words carry each sentence and emphasises and animates them. 29 presets, 8 style families, 82 word animations. Every word and phrase is editable in the Studio before render, where the whole edit sits on one timeline with lanes for captions, titles, graphics, b-roll and sound, so a fix is a click, not a re-run. RealTake runs the same job as a product. Upload a raw video of yourself talking; the Director plans the whole edit, cuts the rambles with a reason on every cut, puts word-level captions on the frame, places b-roll and 200+ motion graphics clear of your face, adds sound, and renders in the cloud in minutes. Change anything in the Studio before it renders at no cost, then post or schedule it to LinkedIn, TikTok, Instagram and YouTube. Every feature is on every plan, you see the cost before anything renders, and a failed render is never charged.
Upload one raw video and see the finished edit.
Free plan: 5 watermarked videos a month. No credit card.
Scripted captions vs RealTake captions
| RealTake | Claude + caption scripts | |
|---|---|---|
| Timing | Word-level, timed to the frame | Transcript timestamps reported 50 to 300 ms off |
| After cuts | Captions follow the cut; the Director made both | Error compounds across every cut |
| Fixing a word | Edit it in the Studio, free before render | Edit the file, re-render, re-check |
| Style | 29 presets, 82 animations, emphasis on the words that carry the sentence | Burned-in text; two-word uppercase by default on the most popular tool |
| Placement | Clear of your face, matched to the style | Where the script puts it |
Do-it-yourself figures from our own tests and the published workflows linked on the page, read October 28, 2026.