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R&D Snapshot  
Headphones 2.0 Preview

 7
Updated 

We're launching Headphones Test Bench 2.0 very soon. This test bench builds upon Test Bench 1.8, which developed our own in-house target curve and opened the door for a more subjective interpretation of our data. However, as we alluded to in our Improving Headphone Testing article, no one target can satisfy all users. As a result, assessing headphones' sound quality based on one single curve has obvious limitations we wanted to overcome with this test bench.

With Test Bench 2.0, we've overhauled our approach to sound. We added new tests, improved the accuracy of existing objective measurements, and added features that allow for a more flexible interpretation of these measurements. While previous test benches fixated on developing one test (or a set of tests), this change focuses on improving our overall test suite to make it easier for you to make a buying decision. It's been shaped by community feedback, which indicated that, while our measurements were useful, our evaluation of headphones didn't always help you make informed buying decisions.

User comment about audio precision.
A user comment in our 1.8 Frequency Response article.
A comment on our 'Best Headphones to Buy in 2024' YouTube video.
A comment on our 'Best Headphones to Buy in 2024' YouTube video.
A Reddit comment left on the post regarding our new target curve.
A Reddit comment left on the post regarding our new target curve.

Headphones 2.0: Main Changes

Sound Profile

This update introduces an interactive graph tool that can compensate a response to a range of targets. You'll notice that if you click on the Sound Profile, Raw FR, or Bass, Middle, and Treble compliance graphs to enlarge them, you can now view comparisons with other target curves validated on the B&K Type 5128 HATS, such as the Harman IEM target, the SoundGuys.com headphone target response curve, the SoundGuys.com studio curve, and a diffuse field response, among others.

The Sennheiser HD600's raw FR in our new graphing tool.
The Sennheiser HD 600's raw frequency response in our new graphing tool. 

Furthermore, we've introduced Sound Signatures, which are determined by an algorithm that uses rounded integer values of the Bass and Treble Amount to sort headphones' sound profiles into seven categories. We've also added descriptions to the Bass and Treble Amount categories to give you a better idea of how a response performs compared to our target. These Sound Signatures aren't intended to be prescriptive but allow you to more easily sort through our headphones' measurements based on your own listening preferences. You can find them in the ribbon at the top of the review and in the Sound Profile test.

Sound Signature inside the Sound Profile test.
The Bose QuietComfort 45/QC 45 Wireless' Sound Signature, Bass, and Treble Amount, as seen in the Sound Profile test.
Sound SignatureCharacteristics
Boosted BassBass-forward sound, with a de-emphasized treble range
V-shapedExcited sound, with prominent bass and treble
WarmEmphasized bass and low-mids, with rolled-off highs for a smoother sound
FlatFollows a diffuse field sound target in the bass and treble
BalancedFollows our target curve in the bass and treble
BrightEmphasized and sharp treble, with a more recessed bass response
Elevated Mid-RangeUnder-emphasized treble and bass response, prominent mids

Changes To Our Verdicts And Usages

One of the first things you'll notice at the top of the review are the usages. Most notably, we've added a new category of performance usages, which provide objective assessments for performance-related aspects in headphones based on specific, relevant tests we use.

Audio Reproduction Accuracy: This usage indicates fidelity in audio reproduction. Higher weight is given to objective performance measurements, with a smaller weight given to bass, mid, and treble compliance to our target curve.

The top headphones we've tested so far, ranked according to Audio Reproduction Accuracy.
The top headphones we've tested so far, ranked according to Audio Reproduction Accuracy.
Score components of Audio Reproduction Accuracy.
Score components for Audio Reproduction Accuracy.

Noise Isolation: This usage gives immediate insight into a pair of headphones' ability to attenuate environmental noises from the listening experience. In our evaluation, we also factor in how well the headphones minimize leakage.

Microphone (In Development): This indicates how well the microphone reproduces your voice in any environment. We're currently in the process of improving our evaluation of integrated microphones, but we recognize that microphone performance is an important aspect of various headphones' usages.

You'll likely immediately notice that Neutral Sound has also been removed as a usage. While some aspects of it live on within the Audio Reproduction Accuracy performance usage, we decided we wanted to place greater emphasis on user preference, given the difficulty in defining neutral sound and the inability of multiple studies to arrive upon a single target curve that represents the preferences of the average listener.

There have also been smaller changes to other usages. We've tweaked the weighting of some of the tests that make up our Sports and Fitness, Travel, Office Work, Wired Gaming, and Wireless Gaming usages, as well as some of the verbiage. As with the Microphone performance usage, we've flagged the two gaming usages as 'In Development'; we're still working on a formulation that encompasses everything users will want from a wired or wireless gaming headset. If you have feedback on how to shape these, leave a comment below!

Our old verdict and usages.
Our verdict section (after)
Our previous verdict section.
Our verdict section (before)

Changes To The Ribbon

We've also reshaped the ribbon found at the top of the review so you can quickly identify important specifications and technical details that can assist you in making a buying decision. You can also filter according to these specifications with the table tool. We added the following information to the ribbon:

  • The Frequency Response Consistency score
  • Sensitivity
  • Sound Signature
  • Bass and Treble Amount
The new ribbon section.
The revised ribbon section now includes a brief overview of the headphones' key characteristics.

Frequency Response Consistency

We've also expanded the scope and accuracy of our Frequency Response Consistency test. We now use the B&K Type 5128 testing head for our baseline measurements. For IEMs, we collect the frequency response after three re-seats. For on-ears and over-ears, we perform five passes on the testing head, but the bass and mid regions are also measured with a canal-blocking in-ear microphone on humans with various physical features: long hair, glasses wearers, and small, medium, and large heads. We gray out our measurements above 2k due to the increased variance and difference in human hearing perception in this range.

Enlarging the graph allows you to see an averaged response for each human subject, as well as the individual passes. This can provide valuable insight for users on a more personalized basis. For example, users with glasses can see how consistently their headphones can deliver audio between multiple re-seats. As a result, it's easier than ever to see deviations from the overall average of all measurements.

The frequency response consistency of the Sony WH-1000XM5 Wireless.
The frequency response consistency of the Sony WH-1000XM5 Wireless.
 

Stereo Mismatch

While this test isn't entirely new, it represents a new formulation of the tests previously displayed in the Imaging box. We wanted to group all mismatches between L/R drivers within one test box, and this now includes a separate graph for frequency mismatch. We also measure phase shift in both directions and represent this on the graph tool.

The Focal Bathys Wireless' stereo mismatch measurements.
The Focal Bathys Wireless' stereo mismatch performance.

Group Delay

Group delay has now been given its own test box, too, with a measurement for the weighted group delay value given in milliseconds.

The AIAIAI TMA-2 DJ headphones' group delay performances.
The AIAIAI TMA-2 DJ headphones' group delay performances.

Cumulative Spectral Delay

We're introducing a CSD graph that plots frequency response against both amplitude and time. We derive this waterfall plot from the impulse response function in Audio Precision, using a time window that allows us to test Bluetooth headphones, as well as traditional analog headphones within the same methodology. Not only can the way it's derived vary wildly from one published source to the next, but it can also be argued that the sole addition of a time axis on the acoustic space that represents the coupling of headphones to a human head is peculiar to a certain degree. We're well aware that Cumulative Spectral Decay for headphones is a polarizing subject, and its relevance can rightfully be questioned. We'll share our results for now, but we'd love your feedback! Are CSD graphs useful for you? Are they misleading or simply plain wrong? Do you believe that sustained resonances viewed on a CSD graph can be audible in everyday content? Leave us feedback below!

The HiFiMan Sundara 2020's CSD graph.
The HiFiMan Sundara 2020's CSD graph.

PRTF

Like Stereo Mismatch, this test isn't entirely new but was re-formulated as we felt it didn't represent a complete assessment of what constitutes soundstage. While our method of comparing the pinna-related transfer function of headphones with that of an angled reference speaker allowed us to draw some correlations with headphones' spatial qualities, we're aware of its limitations and shortcomings in this regard. That said, we've decided to keep the test in the form of PRTF while removing Openness and Acoustic Space Excitation, as we still feel that it can offer partial insight into the spaciousness of the headphones' soundstage.

The Sennheiser HD 800S' PRTF measurements.
Perhaps unsurprisingly, the Sennheiser HD 800 S have the highest PRTF score of the headphones initially tested.

Harmonic Distortion

We've overhauled our harmonic distortion testing, too, revising our testing methodologies and the way we showcase our data. Using the B&K 5128 connected to our Audio Precision AP517b Analyzer, we now take distortion measurements at both 94dBSPL and 104dBSPL to match current industry standards.

We display our data as an unweighted THD graph, as well as in the form of weighted values at both 94 and 104dBSPL. For our weighted values, higher harmonics are given more weight using the weighting coefficient -n²/4. These harmonics are then A-weighted against frequency to account for the relative loudness perceived by the human ear, before an average is found.

Finally, for those who'd prefer to see an extra step between the unweighted THD and the weighted values, we also provide a graph illustrating the second and third harmonics at 94BSPL and 104dBSPL. We include the A-weighting curve to further demonstrate how headphones' distortion performance translates to the weighted averages.

However, we're aware of harmonic distortion's limitations as a comprehensive metric of audio fidelity, and we'd like to address this in the future. Is there a distortion measurement you'd like us to include in a future test bench? Let us know in the comments below.

The HiFiMan Edition XS's harmonic distortion measurements.
The HiFiMan Edition XS' harmonic distortion measurements.

Electrical Aspects

Finally, we decided to include a test box that groups together impedance, sensitivity, and Bluetooth max SPL. While sensitivity is listed in the ribbon, this box adds an impedance graph (for analog headphones), as well as a Max SPL value for Bluetooth headphones. This information can help you assess your amplification needs.

The Beyerdynamic DT 770 PRO's electrical aspects.
The Electrical Aspects section provides detail and insight into the Beyerdynamic DT 770 PRO's impedance and sensitivity.
The Audeze MM100's Electrical Aspects.
The impedance of most planar magnetic headphones is almost equal to their linear resistance, so the Audeze MM-100's impedance graph is a flat line.
The Bose QC45's Impedance graph.
For Bluetooth headphones, like the Bose QC45 Wireless, we show the Bluetooth Max SPL.

Release Plan

Over the next week or so, we'll be rewriting the reviews for our first batch of 40 headphones. We aim to publish these, as well as the R&D article, in mid-April. We'll follow up on this with further batches, gradually updating more headphones to our newest test bench. Going forward, we'll test all new headphones using the 2.0 methodology. Though we can't update every pair of headphones we've tested, we'll also update certain reviews on older test benches. We're also working on making the distinction between products tested on older test benches (using older methodologies and test fixtures) clearer and easier to identify. You can also expect changes to relevant test articles to be rolled out over the next few weeks, which provide more context for our changes.

Conclusion

This test bench results from many months of work from our audio team. But it wouldn't be possible without the many comments we've received over the years. Are there any tests you'd like to see in future test benches? Or do you have any opinions on our announced changes so far? We're always looking to incorporate input from the community to improve our testing methodologies, so please leave any feedback you have in the forums.

Recommended Articles

Comments

  1. Article

R&D Snapshot: Headphones 2.0 Preview: Main Discussion

What do you think of our article? Let us know below.


Want to learn more? Check out our complete list of articles and tests on the R&D page.

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  1. This product has been merged with Sonos Ace - Black - Wireless Over Ear Headphones wi. Follow the discussion here.

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    Hi Team, looking forward to your feedback on these headphones. Since these have snapdragon sound with aptx lossless I’m interesting in knowing if they have better imaging, soundstage and similar noise cancelling than the Bose QC Ultra, if they can beat the Bose QC Ultra in those categories I’ll be looking to purchase the Ace. I’ve heard the Ultras are a great headphones but could be better for music, you’re paying big bucks for these types of headphones so you’d expect stellar sound. Thanks

    Edited 1 year ago: Forgot to add some details
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    The two big things for me is how they work as TV headphones if you have an Arc (related: can these be used with an Xbox Series X with Arc pass through and thus be viable video game headphones, too?) and how they handle Dolby Atmos music via Apple Music.

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    My main focus for Sonos Ace would at home use with Sonos Arc and therefore how good the 7.1.4 dome sound when watching Atmos movies from Apple TV 4K or playing games from PS5. Specifically how hey compare vs dedicated solutions like AirPods Pro/Max and Sony Pulse Elite.

    The other point is whether with those headphones you get Spatial Audio when watching Atmos tv shows and movies on your iPhone/iPad.

    Thank you

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    I just purchased these. They sound very flat and “unexciting” to me. Yet, all the “tech” reviewers are giving them so much praise. It seems one of the outlier negative reviews is from one of the audio focused review sites, What Hi-Fi. I am eagerly awaiting this review by another audio professional to know if I’m just hearing wrong! Lol. Please compare to AirPods Max, Bowers and Wilkins Px7 S2e, Seinhesser Momentum 4.

    Edited 1 year ago: Typos
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    I’m looking forward to see if these match the QC Ultra ANC but without the wired latency as I’m a very noise sensitive person but would also like using them for rhythm games.

  7. The product has arrived in our lab, and our testers will start evaluating it soon.

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    Could yo compare to airpods max, sony xm5 and another like beoplay hx and bower & wilkins px7?

    Also compare the multipoint bluetooth for ios vs airpods multidevice conectivity on the apple ecosystem, the standby mode if is exit, etc

    Thanks

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    Would like to know what are the best EQ settings for these Sonos Ace thank you

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    Interested to see if these sound better than the QC Ultra. I want a wireless pair that sounds as good as my wired pairs without costing $1k+ like the Mark Levinson No 5909 or the Dali IO-12

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    I’m interested to learn about the EQ settings. I recently obtained a demo unit at work and I find myself baffled. The mid range feels very lackluster to me, whole the bass and higher end sound great. I checked out the Sonos app on my phone and was greatly disappointed by the lack of EQ settings I saw: Bass and Treble.

    Maybe I need to dig around more but so far I’m heavily disappointed. I like the build quality, like the low end, think the ANC is fantastic… but the mid range… well I’m interested to see your measurements in a few weeks.

  12. Early access to our full test results is now available for Insiders! Become an insider to check it out here.

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    Wow, those ANC results are fantastic! Similar to what I heard when I tried them. Stood toe to toe with my Bose QC Ultra Headphones. Just wish it had more upper treble presence in its tonal balance. The EQ is very barebones and helps a bit tho.

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    Vanessa, I think is interesting to compare with the big boys like airpods max, sony xm5, bowers & wilkins px7, beoplay hx, bose ultra confort and anothers cheaper like beats studio pro and souncore q45

    Also as an apple user how it works with the apple ecosystem, some things like multidevice, standby, conecting first time to a new iphone, etc

    Also spatial audio and dolby atmos works with apple music on ios or not?

    Thanks

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    Vanessa, I think is interesting to compare with the big boys like airpods max, sony xm5, bowers & wilkins px7, beoplay hx, bose ultra confort and anothers cheaper like beats studio pro and souncore q45 Also as an apple user how it works with the apple ecosystem, some things like multidevice, standby, conecting first time to a new iphone, etc Also spatial audio and dolby atmos works with apple music on ios or not? Thanks

    I tried the Sonos Ace with my existing Apple ecosystem and it worked well. You won’t get the iCloud based automatic device switching that AirPods have but the Ace can simultaneously connect to 2 devices and any more paired devices that tries to connect to it will just replace the 2nd device that is connected. Connecting to an iPhone for the first time is simple. You just put the Ace into pairing mode by holding the power button for about 5 seconds and select it in the Bluetooth settings of your iPhone. After that, the Ace when powered on will auto connect to that iPhone when it is in range.

    Dolby Atmos from Apple Music can work on any connected speaker or headphone since the decoding is done on the device. You will have to activate head tracking in the Sonos app to get the Ace to track your head movements to further enhance the effect.

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    would like to also seem them go up against sennheiser momentum 4. that was what i was going to get until these came out but not sure about sound. Have not been able to listen at stores near me.

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    Had a chance to listen to these today at Best Buy. Could not compare them to momentum 4 as none on display. Also was locked into what music Sonos set up on display. I don t know nothing jumped out at me to day these are best headphones. They are comfortable and sound fine. I’m still leaning towards momentum’s

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    Hi everyone!

    I’ve been keeping up with the thread here (and thanks for sharing your questions and comments with us!). The feedback is great and is something we try to take into account for our reviews. Just to give you an update, we’re nearing the end of the writing process. However, the review will be published next week; Monday is a national holiday, so our offices are closed. Happy Canada Day in advance. :)

    jbpro and Drew64, those are all great suggestions; I’ll definitely add some more comparisons into the review since the Ace are going head to head with the best wireless headphones currently on the market as well as being compared to some cheaper, yet still big player headphones like the Q45. As for Apple support, Protomize is right; pairing with iOS is pretty simple and just requires holding down the power/Bluetooth button for five seconds. As long as you’re listening to Dolby Atmos content, you’ll be able to take advantage of this feature. The headphones also have Head Tracking via the companion app, so you just have to toggle it on to use it with your Dolby Atmos content.

    Protomize, I was pleasantly surprised about their ANC too! I wore them around the office for a bit and they were able to block out quite a bit of sound. I also agree with you that the bass/treble sliders are pretty limiting. I wish there was a bit more control over their sound, but the Ace are Sonos’ first headphones; hopefully in the future, they consider expanding their adjustments to include a graphic or parametric EQ.

    In the meantime, if you have any other questions or would like us to look into something, please let us know and we’ll do our best to check them out. I hope you all have a good weekend! :)

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    Did you by chance also test the TV Audio Swap feature? Its quite unique and should enable a low latency wireless connection.

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    Had a chance to listen to these today at Best Buy. Could not compare them to momentum 4 as none on display. Also was locked into what music Sonos set up on display. I don t know nothing jumped out at me to day these are best headphones. They are comfortable and sound fine. I’m still leaning towards momentum’s

    I currently have the Momentum 4’s and have been having a lot of connectivity issues with them (random disconnects while listening, automatic device swap failing, constantly turning themselves on in their case). They sound fantastic and the battery life is the best available, but if you value other features like ANC, transparency mode, or call quality they’re just okay. I haven’t been able to compare with the Sonos yet but I just ordered a pair to see how they stack up.

    Edited 1 year ago: Typo
  21. The full review has been posted here. Let us know what you think!

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    Didn’t see comparison to momentum 4 at all.

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    Didn’t see comparison to momentum 4 at all.

    Hi Drew64, the comparison with the MOMENTUM 4 is here. :)

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    From the review it is not clear how good is the TV audio swap feature and especially the virtual 7.1.4 channels when compared to to an AirPod Max / Pro 2 when watching movies or a Pulse Elite on PS5 gaming

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    There’s a mistake in the “case” section. “Inside the case is a pouch for the cables that magnetically attach to the outer case.” is supposed to be “Inside the case is a pouch for the cables that magnetically attaches to the outer case.”

  26. Update: We’ve corrected the USB-C to Analog connector from TRRS to TRS in In The Box and Wired Connection.

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    Did you by chance also test the TV Audio Swap feature? Its quite unique and should enable a low latency wireless connection.

    Hi MamaLilla

    We did get a chance to test the TV Audio Swap feature. Setting up the headphones and using the feature gave us no issues. We tried listening to movies and TV shows, and the audio-video delay was noticeable. The voices were not properly synced with the lip movement, and it took us out of the movie/TV show experience when using the feature. That said, after using them for a while, we started to get accustomed to it, but it was annoying. We will update our review shortly to include more of our findings.

    Cheers, Dagobiet.

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    From the review it is not clear how good is the TV audio swap feature and especially the virtual 7.1.4 channels when compared to to an AirPod Max / Pro 2 when watching movies or a Pulse Elite on PS5 gaming

    Hi Giacrent

    We will update our review to clarify and add our impression of the Audio Swap Feature.

    Cheers, Dagobiet.

  29. Update: We’ve completed our battery life test and have added the value to Battery. We’ve also added more impressions of using the TV Audio Swap feature in Passive Soundstage and App Support. Clarified the inner pouch positioning in Case.

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    There’s a mistake in the “case” section. “Inside the case is a pouch for the cables that magnetically attach to the outer case.” is supposed to be “Inside the case is a pouch for the cables that magnetically attaches to the outer case.”

    Thanks for that catch. It’s now fixed in the review.

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    Will you be looking at the new Cambridge audio P100 headphones announced. Looks like a winner. Replaceable battery , low cost compared to others

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    Which bluetooth dongle did you use for your AptX latency measurements? How did you get the dongle to switch between AptX adaptive high quality and low latency mode?

    Furthermore, why didn’t you measure the latency in soundswap mode? It should be easiliy accomplished with an HDMI splitter.

    Edited 1 year ago: missing "low" in "low latency"
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    Which bluetooth dongle did you use for your AptX latency measurements? How did you get the dongle to switch between AptX adaptive high quality and low latency mode? Furthermore, why didn’t you measure the latency in soundswap mode? It should be easiliy accomplished with an HDMI splitter.

    Hi there,

    For our Aptx Latency measurements, we used the Creative BT-W5 dongle which gives you the ability to toggle between Aptx Adaptive high quality and Aptx Adaptive Low latency.

    As for the SoundSwap mode, subjectively we did notice a lip error sync when using the feature. We did run some audio latency measurements using our latest Soundbar Latency TB 1.3 update and we measured about ~35ms of additional latency, depending on the audio format, from the base value obtained on the Sonos Arc. We also noticed that the latency would additionally increase between 10ms to 40ms when turning on Head Tracking and Spatial Audio. Keep in mind that this is not AV Syn-Error but just Audio Latency.

  34. We’ve just released a new video that mentions the Sonos Ace Wireless here.

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    Hello.

    You mentioned audio delay when using soundswap with an Arc. Could you please also test it with the new Arc Ultra to see if this has at all improved there?

    You should also know that there is a known issue with audio delay on the Xbox One X when using Atmos over HDMI. This will also add to the delay when using soundswap. The reference should be 7.1 on Xbox or Atmos on PS5.

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    Hello. You mentioned audio delay when using soundswap with an Arc. Could you please also test it with the new Arc Ultra to see if this has at all improved there? You should also know that there is a known issue with audio delay on the Xbox One X when using Atmos over HDMI. This will also add to the delay when using soundswap. The reference should be 7.1 on Xbox or Atmos on PS5.

    Hello Felix123FFM,

    We will look into the Sound Swap performance, and the audio delay issue on the Xbox One X for the Sonos Ace and update the review if needed.

  37. Update: Several Sound tests have been updated following Test Bench 1.8. There have also been text changes made throughout the review, including to the Usages and Product Comparisons to match these results.

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    Hi,

    I hope there is room for a retest after the major firmware update, which promises some groundbreaking sound.

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    Please update this review following the recent major updates few days ago to Sonos Ace including TrueCinema functionality.

    Edited 2 months ago: More precise
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    Hi, I hope there is room for a retest after the major firmware update, which promises some groundbreaking sound.

    Hi serge_c

    We have create the task to look into the Sonos Ace app updates. We will also be performing sanity checks on the Frequency Response at the same time.

    Cheers

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    Thank you to follow up it’s evolution. Cheers

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    Hello, should we be expecting an updated review using methodology 2.0? There was a major update that enhances the anc and sound quality. Would be great to see an updated review

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    Hello, should we be expecting an updated review using methodology 2.0? There was a major update that enhances the anc and sound quality. Would be great to see an updated review

    Hi DelloriousMan,

    Yes! The Sonos Ace is on our list of headphones to be updated to TBU2.0. You can check out the list at the bottom of our changelog article. We don’t have an estimate of when the Ace will be updated, but it’s currently planned for our next batch so sometime relatively soon. We always update our units when retesting for a TBU, so we’ll take a look at the firmware changelog and re-measure any affected tests to see if there’s any difference.

    Thanks, Matt

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    Hi DelloriousMan, Yes! The Sonos Ace is on our list of headphones to be updated to TBU2.0. You can check out the list at the bottom of our changelog article. We don’t have an estimate of when the Ace will be updated, but it’s currently planned for our next batch so sometime relatively soon. We always update our units when retesting for a TBU, so we’ll take a look at the firmware changelog and re-measure any affected tests to see if there’s any difference. Thanks, Matt

    Thank you, please let us know as this is in high demand!