Get Word-Level Audio Timings with Whisper Timestamped

The useful part

Whisper Timestamped is featured here for one specific job: transcription with approximate word-level timestamps. This guide focuses on that workflow so you can decide whether it fits your task before trying it.

What happened in the demo

Here’s Whisper Timestamped. Our original workshop announcement says, “Bring your notebook and markers to the workshop.” The recorded demo turns that audio into individual words with estimated timings. “Bring” runs from zero point zero two to zero point five two seconds. That gives you a starting point for planning edits. Review those timings before using them.

The example used in the reel

A small, specific input makes the result easier to inspect. Use the example below to understand the scope of the recorded workflow; it is not a promise that a new run will produce an identical result.

Channel-owned local Kokoro audio: Bring your notebook and markers to the workshop.

Try it yourself

1. Upload an original short audio file saying Bring your notebook and markers to the workshop
2. Run Whisper Timestamped and inspect the recognized words
3. Download the JSON and review each word's estimated start and end times

Start with material you own or have permission to use. Save the original and compare it with the output before moving the result into a real project. If the interface has changed, follow the current official instructions linked below.

What to check before using the result

The recorded JSON places Bring at 0.02–0.52 seconds. Timings are estimates for this original recording and should be checked against the audio before editing.

Keep the task narrow on your first attempt. Check the details that matter to your use case rather than judging only whether the result looks polished. A successful short example is a useful introduction, not a benchmark of the whole product.

Access, free demos & limits

The official public Space was listed as Running during live research on 2026-11-01. The recorded example establishes that this demonstration completed without payment or credentials. Model loading takes time; word timestamps are approximate and need review. The embedded app was not independently rerun during this research.

Availability notes refer to the dated demonstration or source check. Features, limits and sign-in requirements can change. Check the official site before starting a larger project.

Sources & context

• huggingface.co/spaces/Xenova/whisper-word-level-timestamps ↗Source checked 2026-11-01
• huggingface.co/spaces/Xenova/whisper-word-level-timestamps/tree/main ↗Source checked 2026-11-01

This guide expands the channel’s recorded example and the official sources checked for that reel. Generated results are examples, not endorsements or guarantees. Read our editorial policy.