Fast or Higher accuracy: choosing a mode

We compare both modes on the same voice and a noisy copy. Choose based on the result, waiting time and your device's resources.

By Wasatnight · Updated

What changes?

Fast uses Whisper Base; Higher accuracy uses Whisper Small. Both run locally. Small has more parameters and requires a larger download and more memory. The option's name does not guarantee that every word improves.

Results from one concrete test

The table preserves unedited outputs, including mistakes. The Spanish transcripts are not translated when you switch the website language.

Four runs of the same Spanish reading
AudioModeMeasured timeUnedited automatic result
ClearFast / Base5.8 sMilenios atrás, un hombre llamado Aristarcho comentó que el sistema solar gira a mentor al sol.
Added noiseFast / Base5.9 sY el año atrás un hombre llamado Aristarco comentó que hiciste más su hogar y dado en torno al sol.
ClearHigher accuracy / Small15.2 sMilenios atrás, un hombre llamado Aristarco, comentó que el sistema solar giraba en torno al sol.
Added noiseHigher accuracy / Small15.0 sMilenio, atrás, un hombre llamado Alistar Co. comentó que el sistema solar giraba en torno al sol.

How we ran the comparison

We used the same 8.4-second Spanish reading and a derived copy with deterministic artificial white noise. Both modes ran on CPU, with Spanish selected manually and speech detection enabled. We first warmed each model's browser cache. Each measured run starts a new recognition worker and includes initialization and inference, but avoids the first large download. Times are observations on one computer, not promised processing speeds.

Test date: 2026-11-06. Chrome / Windows; CPU; ONNX q8; 16 kHz mono. Read the full measurements.

When to start with Fast

Use it for a first check on a limited device or clear speech you can review. Before processing a full hour, try a representative one- or two-minute clip. Check important names and numbers: finishing sooner does not compensate for an incorrect statement.

When to try Higher accuracy

Try Small on a short passage if Base changes expressions, omits words or misses a name. Let the first download finish and avoid locking the device. If the browser closes or runs out of memory, return to Fast, shorten the recording or try CPU mode.

Limits of this comparison

It uses one voice and one short sentence. Noise was added in software, not recorded on a street. We did not evaluate all accents, languages, meetings or phones and do not claim a general accuracy percentage. Listen to the audio and reviewed reference to assess this case yourself.