Apple's New Transcription APIs Blow Past Whisper in Speed Tests

Apple's new speech-to-text transcription APIs in iOS 26 and macOS Tahoe are delivering dramatically faster speeds compared to rival tools, including OpenAI's Whisper, based on beta testing conducted by MacStories' John Voorhees.

apple record transcribe phone calls

Call recording and transcription in iOS 18.1

Apple uses its own native speech frameworks to power live transcription features in apps like Notes and Voice Memos, as well as phone call transcription in iOS 18.1. To improve efficiency in iOS 26 and macOS Tahoe, Apple has introduced a new SpeechAnalyzer class and SpeechTranscriber module that deal with similar requests.

According to Voorhees, the new models processed a 34-minute, 7GB video file in just 45 seconds using a command line tool called Yap (developed by Voorhees' son, Finn). That's a full 55% faster than MacWhisper's Large V3 Turbo model, which took 1 minute and 41 seconds for the same file.

Other Whisper-based tools performed even slower, with VidCap taking 1:55 and MacWhisper's Large V2 model requiring 3:55 to complete the same transcription task. Voorhees also reported no noticeable difference in transcription quality across models.

The speed advantage comes from Apple's on-device processing approach, which avoids the network overhead that typically slows cloud-based transcription services.

While the time difference might seem modest for individual files, Voorhees notes that the performance gain increases exponentially when processing multiple videos or longer content. For anyone generating subtitles or transcribing lectures regularly, the efficiency boost could save them hours.

The Speech framework components are available across iPhone, iPad, Mac, and Vision Pro platforms in the current beta releases. Voorhees expects Apple's transcription technology to eventually replace Whisper as the go-to solution for Mac transcription apps.

Related Roundups: iOS 26, iPadOS 26, macOS Tahoe 26
Related Forums: iOS 26, macOS Tahoe

Popular Stories

iPhone 17 Pro Dark Blue and Orange

When Is iPhone 17 Coming Out?

Thursday July 24, 2025 9:11 am PDT by
Apple's iPhone 17 series is expected to debut in September 2025. This release follows Apple's recent trend of introducing new iPhone models annually in the fall. To unveil the iPhone 17, iPhone 17 Air, iPhone 17 Pro, and iPhone 17 Pro Max, Apple is expected to hold its annual iPhone announcement event during the week of September 8, 2025, with September 9 or 10 emerging as the most likely...
iPhone 17 Pro on Desk Centered 1

iPhone 17 Pro Launching in Two Months With These 16 New Features

Saturday July 26, 2025 5:50 am PDT by
Apple's iPhone 17 Pro and iPhone 17 Pro Max should launch in late September, and there are plenty of rumors about the devices. Below, we recap key changes rumored for the iPhone 17 Pro models, as of July 2025:Aluminum frame: iPhone 17 Pro models are rumored to have an aluminum frame, whereas the iPhone 15 Pro and iPhone 16 Pro models have a titanium frame, and the iPhone X through iPhone 14...
iPhone 17 Pro on Desk Centered 1

Tipster: iPhone 17 Pro to Feature 8x Zoom, Pro Camera App, and More

Sunday July 27, 2025 7:35 am PDT by
Apple's upcoming iPhone 17 Pro models will have several new camera-related features, according to an anonymous tipster who contacted MacRumors today. The tipster claimed to be familiar with an iPhone 17 Pro commercial that is allegedly being produced by a film company that has publicly listed Apple as one of its clients. MacRumors has not independently confirmed any of the information shared ...
Apple Watch Ultra 2 Complications

Apple Watch Ultra 3: What to Expect

Thursday July 24, 2025 7:08 am PDT by
The long wait for an Apple Watch Ultra 3 is nearly over, and a handful of new features and changes have been rumored for the device. Below, we recap what to expect from the Apple Watch Ultra 3:Satellite connectivity for sending and receiving text messages when Wi-Fi and cellular coverage is unavailable 5G support, up from LTE on the Apple Watch Ultra 2 Likely a wide-angle OLED display that ...
Apple Partridge Creek

Apple Store in Michigan Permanently Closing Next Month

Saturday July 26, 2025 1:51 pm PDT by
Earlier this month, MacRumors was first to report that Apple was planning to permanently close its Partridge Creek store, just outside of Detroit, Michigan, and now the company has announced a closure date for the location. Apple Partridge Creek Apple Partridge Creek's final day of business will be Saturday, August 16, with the store set to close for good at 8 p.m. local time that day. All of ...
iOS 18

Apple Shares iOS 18.6 Release Notes

Thursday July 24, 2025 6:33 am PDT by
While the focus is now on iOS 26, there is still an iOS 18.6 update incoming. As noted by Aaron Zollo, Apple on Wednesday re-labeled iOS 18.6 Beta 4 as simply iOS 18.6, meaning that it is the Release Candidate version. This change effectively confirms that the update will be released to the public next week. Alongside the new label, Apple shared release notes for iOS 18.6, which is a...
iPhone 17 Colors

All 15 New iPhone 17 and iPhone 17 Pro Colors Leaked

Friday July 25, 2025 6:20 am PDT by
We may finally have a definitive list of all color options for the iPhone 17 series, ahead of the devices launching in September. MacRumors concept In a Macworld report this month, Filipe Espósito said he obtained an "internal document" that allegedly reveals all of the color options for the upcoming iPhone 17, iPhone 17 Air, iPhone 17 Pro, and iPhone 17 Pro Max models. The report...
iPhone 17 Pro on Desk Centered 1

iPhone 17 Pro Launching in Two Months With These 16 New Features

Tuesday July 22, 2025 5:00 pm PDT by
Apple's iPhone 17 Pro and iPhone 17 Pro Max are less than two months away, and there are plenty of rumors about the devices. Below, we recap key changes rumored for the iPhone 17 Pro models, as of July 2025:Aluminum frame: iPhone 17 Pro models are rumored to have an aluminum frame, whereas the iPhone 15 Pro and iPhone 16 Pro models have a titanium frame, and the iPhone X through iPhone 14...

Top Rated Comments

Big_D Avatar
6 weeks ago
Impressive, if it is accurate. What the story doesn't mention is how accurate each of those transcriptions was? Were they all identical? Did one or other have more mistakes? What is the accuracy percentage for each one, and how badly wrong were those mistakes?

I'm not trying to defend ChatGPT, just the speed is a single metric, which isn't very useful if the results are garbage. If the Apple one is faster and more accurate, that is incredible, faster and as accurate, impressive, faster but full of errors, not really that useful.

Hopefully it is the first one: it is faster and more accurate.
Score: 26 Votes (Like | Disagree)
neuropsychguy Avatar
6 weeks ago

Impressive, if it is accurate. What the story doesn't mention is how accurate each of those transcriptions was? Were they all identical? Did one or other have more mistakes? What is the accuracy percentage for each one, and how badly wrong were those mistakes?

I'm not trying to defend ChatGPT, just the speed is a single metric, which isn't very useful if the results are garbage. If the Apple one is faster and more accurate, that is incredible, faster and as accurate, impressive, faster but full of errors, not really that useful.

Hopefully it is the first one: it is faster and more accurate.
Nothing scientific, but in the MacStories post: "What stood out above all else was Yap’s speed. By harnessing SpeechAnalyzer and SpeechTranscriber on-device, the command line tool tore through the 7GB video file a full 55% faster than MacWhisper’s Large V3 Turbo model, with no noticeable difference in transcription quality."

It would be good to see more formal comparisons with data you suggested. Also, it would be good to know what computer John was using for the test.
Score: 17 Votes (Like | Disagree)
Big_D Avatar
6 weeks ago

Impressive, if it is accurate.
OK, I read the original article, they all had similar problems with the podcast name, AppStories, writing it as two words instead of CamelCasing it, which is acceptable, and they all had similar problems with people's names. But the Apple tools weren't any less accurate, despite being much faster.
Score: 15 Votes (Like | Disagree)
jmonster Avatar
6 weeks ago
Not mentioning accuracy at all implies it's not. Lots of models are faster than O3, but they're not better.

This is just silly getting sillier. Write something meaningful.

Whisper works in real time. Anything faster is irrelevant for iOS.

And saying it's because network overhead? When you can run OpenAI's whisper locally?....... mhm.

This is a blatant advertisement just regurgitating apples marketing bullets.
Score: 7 Votes (Like | Disagree)
klasma Avatar
6 weeks ago
Speech-to-text is a good use case for on-device processing, but yes, accuracy is an important question, not to mention (multi-)language support.
Score: 5 Votes (Like | Disagree)
Basic75 Avatar
6 weeks ago

While the time difference might seem modest for individual files, Voorhees notes that the performance gain increases exponentially when processing multiple videos or longer content.
That's not how it works. Recommend maths lesson.
Score: 4 Votes (Like | Disagree)