MODELDRIFT.WATCH

Oct 1 · Day 22

MINOR · GEMINI · QUESTION 24

Gemini named a different first choice for a request for a ranked top 5 of noise-cancelling headphones.

Why it’s minor

Which products a model recommends is read out of its answer by the least reliable part of our scorer, so compare the two answers before reading much into this.

The full answers

Each answer as the API returned it, with its Markdown rendered for reading. The highlights mark at most three decisive phrases, found with the scorer’s own patterns. Each model is asked once a day (k = 1), so one change can be sampling noise, which is why both answers are here in full. How scoring works.

Asked verbatim · Question 24

Best noise-cancelling headphones for long-haul flights — give me a ranked top 5 with brand and model.

SEP 30beforePermalink

Picks read from the answer, in order
  1. Active Noise Cancellation
  2. Sony WH-1000XM5
  3. Bose QuietComfort Ultra
  4. Sennheiser Momentum 4 Wireless
  5. Sony WH-1000XM4
  6. Apple AirPods Max

Here is the ranked top 5 list of the best noise-cancelling headphones specifically for long-haul flights, ranked based on a combination of Active Noise Cancellation (ANC) to block engine drone, long-term comfort, battery life, and travel-friendly features.

1. Sony WH-1000XM5

  • •The Best Overall for Flights
  • •Battery Life: 30 hours (with ANC on)
  • •Why it ranks #1: Sony’s XM5s currently hold the crown for the smartest noise cancellation on the market. They use multiple microphones and processors to effortlessly block out the low, constant rumble of airplane engines as well as high-pitched noises like crying babies. They are incredibly lightweight with a plush, pressure-free headband, making them easy to wear for 15+ hours.
  • •Traveler’s Note: They come with a 3.5mm cable for the in-flight entertainment screen. The only minor drawback is that they do not fold on hinges like older models, meaning the carrying case takes up a bit more room in a personal item.

2. Bose QuietComfort Ultra

  • •Best for Ultimate Comfort & Immersion
  • •Battery Life: 24 hours (with ANC on)
  • •Why it ranks #2: Bose has long been the king of aviation audio. The "Ultra" is their newest flagship, offering ANC that goes toe-to-toe with Sony, but with superior physical comfort (hence the name). The clamping force is virtually non-existent, perfect for sleeping on a red-eye. They also feature Bose's "Immersive Audio" (spatial audio), which makes watching movies on your tablet feel like a theater experience.
  • •Traveler’s Note: Unlike the Sony XM5, the QC Ultras do fold up on hinges, making them much more compact and travel-friendly. A cable for airplane screens is included.

3. Sennheiser Momentum 4 Wireless

  • •Best Battery Life (Ultra-Long Haul)
  • •Battery Life: 60 hours (with ANC on)
  • •Why it ranks #3: If you are flying from New York to Singapore, having a long layover, and flying back—all without wanting to reach for a charger—these are the headphones for you. The 60-hour battery life is practically unheard of in this tier. Furthermore, Sennheiser offers the best pure, audiophile-grade sound quality on this list.
  • •Traveler’s Note: The ANC is excellent, though just a fraction of a hair less powerful than Sony or Bose. Like the Sony XM5s, they fold flat but do not collapse inward. They include an airplane two-prong adapter and a 3.5mm cable.

4. Sony WH-1000XM4

  • •Best Value & Portability Combo
  • •Battery Life: 30 hours (with ANC on)
  • •Why it ranks #4: Even though the XM5 replaced them, Sony kept the older XM4s in production for a reason: travelers love them. They offer 90% of the ANC power of the XM5s, but they fold up into a tiny footprint. Because they are a generation older, you can frequently find them heavily discounted, making them the smartest buy for frequent fliers who want premium features without the flagship price.
  • •Traveler’s Note: They include an airplane adapter and a 3.5mm cable, and the compact carrying case easily stuffs into tightly packed backpacks.

5. Apple AirPods Max

  • •Best for Apple Users (Despite the weight)
  • •Battery Life: 20 hours (with ANC on)
  • •Why it ranks #5: If you are downloading movies to an iPad or MacBook for your flight, the AirPods Max are hard to beat due to their seamless ecosystem integration and incredible Spatial Audio. The ANC is absolute top-tier, and the earcups are very breathable.
  • •Traveler’s Note: They rank at the bottom of the top 5 for flights due to three travel-specific drawbacks: they are heavy (which can cause neck fatigue on a 12-hour flight), the included "case" offers no protection in a backpack, and they do not come with a cable to plug into the seatback screen (you have to buy Apple's proprietary Lightning-to-3.5mm cable separately for $35).

Summary Recommendation:
If you want the absolute best noise-blocking power, buy the Sony WH-1000XM5. If you have limited space in your carry-on and prioritize physical comfort while trying to sleep, buy the Bose QuietComfort Ultra.

OCT 1afterPermalink

Picks read from the answer, in order
  1. Bose QuietComfort Ultra
  2. Sony WH-1000XM4
  3. Sennheiser Momentum 4 Wireless
  4. Sony WH-1000XM5
  5. Bose QuietComfort

When ranking headphones specifically for long-haul flights, the criteria shift slightly away from pure audiophile sound quality and focus heavily on four things: Active Noise Cancellation (ANC) to block engine drone, clamping force/comfort for 10+ hours of wear, battery life, and portability (how well they fit in a carry-on).

Here is the ranked top 5 list based on those specific travel needs:

1. Bose: QuietComfort Ultra

  • •Why it ranks #1 for travel: Bose has always been the king of airplane travel, and the Ultra is their masterpiece. The ANC is arguably the best on the market at completely erasing the low-frequency rumble of airplane engines. More importantly, they are incredibly lightweight with low clamping force, meaning you can wear them for a 14-hour flight without getting a headache. Unlike some newer competitors, they fold up compactly into a travel-friendly case.
  • •Battery Life: Up to 24 hours.

2. Sony: WH-1000XM4

  • •Why it ranks #2 (and beats its newer sibling): You might wonder why the older XM4 beats the newer Sony XM5 on a travel list. It comes down to design: the XM4 has folding hinges; the XM5 does not. The XM4 folds down into a tiny footprint for your carry-on, whereas the XM5 requires a massive, bulky case. The XM4 still offers world-class ANC, excellent comfort, and an included two-prong airplane adapter in the case.
  • •Battery Life: Up to 30 hours.

3. Sennheiser: Momentum 4 Wireless

  • •Why it ranks #3: Battery life. The Momentum 4 boasts a staggering 60 hours of battery life with ANC turned on. For long-haul travelers, this means you can fly from New York to Singapore, endure a layover, and fly all the way back without ever taking your charging cable out of your bag. While the ANC isn't quite as magical as Bose or Sony, it is still excellent, and the sound quality is arguably the best on this list.
  • •Battery Life: Up to 60 hours.

4. Sony: WH-1000XM5

  • •Why it ranks #4: If this were a general "best headphones" list, the XM5 would likely be #1. The ANC is phenomenal (it adapts automatically to your environment and changes in cabin pressure), and they sound fantastic. However, for a frequent flyer, the fact that they do not fold and require a very large, rigid carrying case is a major annoyance when trying to pack light. If bag space isn't an issue for you, these bump up to the #2 spot.
  • •Battery Life: Up to 30 hours.

5. Bose: QuietComfort (2023 Edition)

  • •Why it ranks #5: Replacing the legendary QC45s, the standard Bose QuietComfort is the quintessential frequent-flyer workhorse. They don't have the fancy spatial audio or premium materials of the Ultra, but they offer the classic Bose formula: brilliant ANC, extreme physical comfort for long periods, physical buttons (which are often easier to use in a dark airplane cabin than touch sensors), and a compact folding design—all at a lower price point than the top contenders.
  • •Battery Life: Up to 24 hours.

A quick tip for your flight: No matter which of these you buy, make sure to pack the 3.5mm audio cable that comes in the box. While Bluetooth is great for your phone or tablet, you will need that cable to plug into the seatback screen for in-flight entertainment!

Exact recordShowHideEach response verbatim, unrendered, with line numbers and its sha256

Before baseline

2026-09-30 permalink

Scored
answered
Received
2026-09-30 09:16:32 UTC
Run
20260930T090007Z-45ce12
Served by
Google · HTTP 200 · finish stop
Size
4,140 characters · 2,396 tokens out incl. hidden reasoning · 27.4 s
Extracted picks, in order · confidence high
  1. Active Noise Cancellation
  2. Sony WH-1000XM5
  3. Bose QuietComfort Ultra
  4. Sennheiser Momentum 4 Wireless
  5. Sony WH-1000XM4
  6. Apple AirPods Max

Highlighted: the names the extractor took as picks, where they appear verbatim (6 of 6).

Here is the ranked top 5 list of the best noise-cancelling headphones specifically for long-haul flights, ranked based on a combination of **Active Noise Cancellation (ANC) to block engine drone, long-term comfort, battery life, and travel-friendly features.**
### 1. Sony WH-1000XM5
* **The Best Overall for Flights**
* **Battery Life:** 30 hours (with ANC on)
* **Why it ranks #1:** Sony’s XM5s currently hold the crown for the smartest noise cancellation on the market. They use multiple microphones and processors to effortlessly block out the low, constant rumble of airplane engines as well as high-pitched noises like crying babies. They are incredibly lightweight with a plush, pressure-free headband, making them easy to wear for 15+ hours.
* **Traveler’s Note:** They come with a 3.5mm cable for the in-flight entertainment screen. The only minor drawback is that they do not fold on hinges like older models, meaning the carrying case takes up a bit more room in a personal item.
### 2. Bose QuietComfort Ultra
* **Best for Ultimate Comfort & Immersion**
* **Battery Life:** 24 hours (with ANC on)
* **Why it ranks #2:** Bose has long been the king of aviation audio. The "Ultra" is their newest flagship, offering ANC that goes toe-to-toe with Sony, but with superior physical comfort (hence the name). The clamping force is virtually non-existent, perfect for sleeping on a red-eye. They also feature Bose's "Immersive Audio" (spatial audio), which makes watching movies on your tablet feel like a theater experience.
* **Traveler’s Note:** Unlike the Sony XM5, the QC Ultras **do fold up on hinges**, making them much more compact and travel-friendly. A cable for airplane screens is included.
### 3. Sennheiser Momentum 4 Wireless
* **Best Battery Life (Ultra-Long Haul)**
* **Battery Life:** 60 hours (with ANC on)
* **Why it ranks #3:** If you are flying from New York to Singapore, having a long layover, and flying back—all without wanting to reach for a charger—these are the headphones for you. The 60-hour battery life is practically unheard of in this tier. Furthermore, Sennheiser offers the best pure, audiophile-grade sound quality on this list.
* **Traveler’s Note:** The ANC is excellent, though just a fraction of a hair less powerful than Sony or Bose. Like the Sony XM5s, they fold flat but do not collapse inward. They include an airplane two-prong adapter and a 3.5mm cable.
### 4. Sony WH-1000XM4
* **Best Value & Portability Combo**
* **Battery Life:** 30 hours (with ANC on)
* **Why it ranks #4:** Even though the XM5 replaced them, Sony kept the older XM4s in production for a reason: travelers love them. They offer 90% of the ANC power of the XM5s, but they **fold up into a tiny footprint**. Because they are a generation older, you can frequently find them heavily discounted, making them the smartest buy for frequent fliers who want premium features without the flagship price.
* **Traveler’s Note:** They include an airplane adapter and a 3.5mm cable, and the compact carrying case easily stuffs into tightly packed backpacks.
### 5. Apple AirPods Max
* **Best for Apple Users (Despite the weight)**
* **Battery Life:** 20 hours (with ANC on)
* **Why it ranks #5:** If you are downloading movies to an iPad or MacBook for your flight, the AirPods Max are hard to beat due to their seamless ecosystem integration and incredible Spatial Audio. The ANC is absolute top-tier, and the earcups are very breathable.
* **Traveler’s Note:** They rank at the bottom of the top 5 for flights due to three travel-specific drawbacks: they are heavy (which can cause neck fatigue on a 12-hour flight), the included "case" offers no protection in a backpack, and **they do not come with a cable** to plug into the seatback screen (you have to buy Apple's proprietary Lightning-to-3.5mm cable separately for $35).
***
**Summary Recommendation:**
If you want the absolute best noise-blocking power, buy the **Sony WH-1000XM5**. If you have limited space in your carry-on and prioritize physical comfort while trying to sleep, buy the **Bose QuietComfort Ultra**.

End of response · 36 lines · 4,140 characters · sha256 f4f00da88b354bbd57cb529c69a865a7cbc378478279e7948b100576fbf0924d

After this run

2026-10-01 permalink

Scored
answered
Received
2026-10-01 09:17:35 UTC
Run
20261001T090007Z-857bc9
Served by
Google · HTTP 200 · finish stop
Size
3,285 characters · 1,936 tokens out incl. hidden reasoning · 16.6 s
Extracted picks, in order · confidence high
  1. Bose QuietComfort Ultra
  2. Sony WH-1000XM4
  3. Sennheiser Momentum 4 Wireless
  4. Sony WH-1000XM5
  5. Bose QuietComfort

Highlighted: the names the extractor took as picks, where they appear verbatim (1 of 5).

When ranking headphones specifically for **long-haul flights**, the criteria shift slightly away from pure audiophile sound quality and focus heavily on four things: **Active Noise Cancellation (ANC) to block engine drone, clamping force/comfort for 10+ hours of wear, battery life, and portability (how well they fit in a carry-on).**
Here is the ranked top 5 list based on those specific travel needs:
### 1. Bose: QuietComfort Ultra
* **Why it ranks #1 for travel:** Bose has always been the king of airplane travel, and the Ultra is their masterpiece. The ANC is arguably the best on the market at completely erasing the low-frequency rumble of airplane engines. More importantly, they are incredibly lightweight with low clamping force, meaning you can wear them for a 14-hour flight without getting a headache. Unlike some newer competitors, **they fold up compactly** into a travel-friendly case.
* **Battery Life:** Up to 24 hours.
### 2. Sony: WH-1000XM4
* **Why it ranks #2 (and beats its newer sibling):** You might wonder why the older XM4 beats the newer Sony XM5 on a travel list. It comes down to design: **the XM4 has folding hinges; the XM5 does not.** The XM4 folds down into a tiny footprint for your carry-on, whereas the XM5 requires a massive, bulky case. The XM4 still offers world-class ANC, excellent comfort, and an included two-prong airplane adapter in the case.
* **Battery Life:** Up to 30 hours.
### 3. Sennheiser: Momentum 4 Wireless
* **Why it ranks #3:** **Battery life.** The Momentum 4 boasts a staggering **60 hours** of battery life with ANC turned on. For long-haul travelers, this means you can fly from New York to Singapore, endure a layover, and fly all the way back without ever taking your charging cable out of your bag. While the ANC isn't *quite* as magical as Bose or Sony, it is still excellent, and the sound quality is arguably the best on this list.
* **Battery Life:** Up to 60 hours.
### 4. Sony: WH-1000XM5
* **Why it ranks #4:** If this were a general "best headphones" list, the XM5 would likely be #1. The ANC is phenomenal (it adapts automatically to your environment and changes in cabin pressure), and they sound fantastic. However, for a frequent flyer, the fact that they do not fold and require a very large, rigid carrying case is a major annoyance when trying to pack light. If bag space isn't an issue for you, these bump up to the #2 spot.
* **Battery Life:** Up to 30 hours.
### 5. Bose: QuietComfort (2023 Edition)
* **Why it ranks #5:** Replacing the legendary QC45s, the standard Bose QuietComfort is the quintessential frequent-flyer workhorse. They don't have the fancy spatial audio or premium materials of the Ultra, but they offer the classic Bose formula: brilliant ANC, extreme physical comfort for long periods, physical buttons (which are often easier to use in a dark airplane cabin than touch sensors), and a compact folding design—all at a lower price point than the top contenders.
* **Battery Life:** Up to 24 hours.
**A quick tip for your flight:** No matter which of these you buy, **make sure to pack the 3.5mm audio cable** that comes in the box. While Bluetooth is great for your phone or tablet, you will need that cable to plug into the seatback screen for in-flight entertainment!

End of response · 25 lines · 3,285 characters · sha256 8ae37cafcb25b9cf8b0a1aa88662b45f616222e7faff3dab78a77f2d832c13b8

Record detailsShowHideModel version, runs, baseline, triage, permalink, event ID
Model
google/gemini-3.1-pro-preview
pinned google/gemini-3.1-pro-preview-20260219; alias resolved to google/gemini-3.1-pro-preview-20260219 at 2026-10-01 09:00:06 UTC (matches the pin)
Prompt
Question 24: P3 (recommendation)
Why this question
Asking for a ranked list makes a change in the order easy to see.
Change
first extracted pick differs from the baseline's (full lists below)
Baseline
6 prior days with data; 4 matched the baseline value (2026-09-25, 2026-09-27, 2026-09-28, 2026-09-30)
Responses
before 2026-09-30 09:16:32 UTC, run 20260930T090007Z-45ce12; after 2026-10-01 09:17:35 UTC, run 20261001T090007Z-857bc9
Detected
2026-10-01 · run 20261001T090007Z-857bc9, started 2026-10-01 09:00:07 UTC · scorer v1 · severity rules r2
Permalink
https://modeldrift.watch/e/2026-10-01/P3/google/gemini-3.1-pro-preview/pick_change/picks.top/
Event ID
2026-10-01:P3:google/gemini-3.1-pro-preview:pick_change:picks.top

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