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Does paying more get you better reviews? Rarely

Last month we asked whether pricier robot vacuums get better reviews. They mostly don't. This time we asked the same question across 15 kinds of products, from 3D printers to e-bikes to smart locks: 344 models, each with at least 10 public reviews.

We rank each product by what its public reviews say. In 9 of the 15 categories, the most expensive model ranks in the bottom half. In only one, 3D scanners, is the most expensive model also the top-ranked one.

Jump to the rankings
Where the most expensive model ranks

Each dot is a model with 10+ reviews, placed by its rank. Tap a category for its ranking, or a dot for the model.

Robot vacuums#49 of 68
3D printers#38 of 53
Portable power stations#34 of 67
Mechanical keyboards#26 of 66
Electric bikes#17 of 118
Coffee machines#8 of 56
The numbers behind the chart
The most expensive well-reviewed model in each category, its rank, and the top-ranked model
CategoryMost expensive modelIts rankTop-ranked model
Laser engraversGlowforge Pro, $7,999last of 9Ortur Laser Master 3, $1,399
Smart locksEufy FamiLock S3, $349last of 20Aqara U400, $269
Robot pool cleanersBeatbot AquaSense 2, $1,999#20 of 22Wybot C2 Vision, $629 (#2; the #1 has no listed price)
Electric scootersInmotion RS Lite, $2,599#25 of 32Navee ST3 Pro, $649
Robot lawn mowersYarbo Lawn Mower Pro, $4,899#16 of 22Gardena SILENO minimo, $848
Robot vacuumsEufy Omni S1 Pro, $1,799#49 of 68MOVA V50 Ultra, $1,099
3D printersMakerBot Method X, $8,829#38 of 53Flashforge Adventurer 5M Pro, $379
Smart glassesRayNeo X3 Pro, $1,299#10 of 18Rokid Max 2, $529
Portable power stationsEcoFlow Delta Pro Ultra, $9,999#34 of 67EcoFlow DELTA 3 Classic, $739
Mechanical keyboardsCorsair K100 RGB, $330#26 of 66NuPhy Field75 HE, $199
Smart ringsSamsung Galaxy Ring, $399#7 of 18Ringconn Gen 2, $299 (#2; the #1 has no listed price)
Self-cleaning litter boxesPetkit Purobot Max Pro, $649#4 of 12Casa Leo Leo's Loo Too, $649
Electric bikesTern GSD S10, $7,999#17 of 118Rad Power Bikes Radster Trail, $1,999
Coffee machinesLa Marzocco Linea Mini, $5,999#8 of 56De'Longhi Eletta Explore, $1,999
3D scannersRevopoint MIRACO Plus, $2,199#1 of 13the same

Most expensive among models with at least 10 public reviews. Ranks are out of every model in the ranking.

The same brand, a thirteenth of the price

The clearest case is portable power stations. EcoFlow makes both the most expensive well-reviewed model, the $9,999 EcoFlow Delta Pro Ultra (#34), and the top-ranked one, the $739 EcoFlow DELTA 3 Classic. The big one isn't badly reviewed. It just isn't better reviewed than dozens of far cheaper ones, and most people don't need whole-home backup.

Cheap models sit near the top elsewhere too: the Flashforge Adventurer 5M Pro ($379) is the #1 3D printer, the Elegoo Mars 5 Ultra ($329) is the #3 3D printer, the Gardena SILENO minimo ($848) is the #1 robot lawn mower, the Niu KQi 100P ($269) is the #2 electric scooter and the Eureka J15 Pro Ultra ($499) is the #3 robot vacuum.

See the portable power stations ranking

Paying more buys a little, not much

Share of models in the top quarter of their ranking

Cheapest third: 33%, median $449. Middle third: 37%, median $849. Most expensive third: 38%, median $1,949.

Split each category's models into price thirds. The most expensive third does a little better: 38% make the top quarter of their ranking, against 33% of the cheapest third, at about four times the median price. Within each category, price and rank barely move together in 7 of the 13 with enough models; in three, pricier models rank lower: robot lawn mowers, smart locks and 3D printers.

Why paying more doesn't buy better reviews

Expensive models aren't badly made. Most of the gap comes from what the extra money pays for:

  • It mostly buys more, not better. The $9,999 EcoFlow holds about six times the energy of the $739 one. The $4,899 Yarbo is built for big yards and takes add-on modules such as a snow blower. Reviews ask whether a product does its job well, and a bigger machine doesn't do the basic job any better.
  • More features, more to go wrong. Top models pack in docks, cameras and app features. Each is another part that can break or another update that can go wrong, which is what owners complain about most (see our reliability page).
  • New tech lands in the priciest model first. Its first version often has bugs. By the time the feature reaches cheaper models, the problems have usually been fixed.
  • Cheaper brands live on reviews. Several of the cheap models near the top come from brands that sell mostly online, such as Flashforge, Elegoo, Gardena, Niu and Eureka. Reviews are their main advertising.

Paying more does seem to help for smart rings, 3D scanners and coffee machines: there, pricier models rank higher, and the most expensive 3D scanner is #1.

If you're about to buy

Look at the top few models in your price range before you look up a price range. Pay for the expensive model's extras when you need them, such as whole-home backup or a big build volume, but don't expect better reviews. And check how many reviews a model has: a pricey model with two reviews is unknown, not bad.

The rankings

Now see who comes out on top

Each ranking lists every model with its price, its score and the quotes behind it.

See all rankings
Method, caveats and data
  • Who's in: 344 models on sale with at least 10 public reviews and a listed price, in the 15 categories with at least 5 such models (6,039 public reviews: YouTube videos, Reddit threads and review-site articles). Left out: pickleball machines, smart thermostats, tennis ball machines and video doorbells, which have fewer.
  • Scoring: an AI model files each mention under a topic and marks it positive or negative; every opinion links back to the sentence it came from. A YouTube review adds or takes away 5 points on a topic, a written review or Reddit thread 1. Each review counts once per topic. Visitor votes add ±0.1. Ranks are among every model on sale in that ranking, including those with fewer reviews.
  • Scores add up, so a model with more reviews can score higher. That's why we only count models with at least 10, and pricier models don't simply have more reviews: price and review count barely move together in 8 of the 13 categories.
  • "Barely move together" means a Spearman rank correlation between price and score between −0.2 and 0.2, in categories with at least 8 compared models.
  • Prices are current online list prices. We left out a few listings whose price was clearly wrong, such as a $20 keyboard that sells for about $200.
  • Reviews aren't lab tests. We count what reviewers and owners say. Some YouTube reviews are sponsored; we count them like any other source and can't reliably tell which ones are.
  • Reviews as of Oct 16, 2026.
  • Download the data: one row per model (CSV): category, rank, brand, model, price, score and reviews. No quotes or usernames.

BettaScore ranks products by what public reviews say about them. No brand pays to be listed or to rank higher. See all 19 rankings on the home page.