Need for Speed™ Unbound

analyzed 2026-08-22 · sample of 441 English reviews across the whole review history

Players consistently praise the game’s visuals, with graphics and art style drawing strongly positive reactions; one calls the "graffiti-inspired graphics" a unique aesthetic, and another says the "Artistic vision here is just incredible." Customization is also a bright spot, with players noting "Lots of customization for each car I had." Multiplayer is frequently framed as the game’s best mode, with one player writing that "Online is where this game really shines and what it is meant for." The negative side is broad and recurring. Controls, story, and AI behavior all skew heavily negative, with complaints about "Nasty rubber banding of cops and racers" and a story that "feels like it should be satire." Performance and stability are near-universal pain points, including "DirectX error ruined my game" and a game that "will consistently and suddenly just tank" after about an hour. Writing, characters, and voice acting are also criticized, with one player saying the dialogue makes "the dialogue in Saints Row 2022 look competent." Price value, progression, and balance draw frequent complaints, and players mention grind as a recurring theme.

quotes copied verbatim from reviews · plain text is the language model's own wording

Aspects

share of sample, axis to 30% · ± is the sampling uncertainty around each share

  • positive
  • mixed / neutral
  • negative
  • gameplay

    63 positive · 36 negative · 12 mixed · 1 neutral

    • Gameplay is great for singleplayer.
      positive · Dec 30, 2022 · review 129694806
    • Beside of that it is a funny arcade racer.
      positive · Dec 30, 2022 · review 129701930
    • Is Fun and Brain Dead Racing.
      positive · Dec 30, 2022 · review 129714723
  • controls

    16 positive · 53 negative · 2 mixed · 3 neutral

    • - Custom controls not allowed - made me switch to automatic because I didn't want to use bumpers to shift
      negative · Dec 30, 2022 · review 129695269
    • My first big disappointment are the driving physics. They pretty much remain unchanged throughout the last few parts and I do not consider this a good thing.
      negative · Dec 30, 2022 · review 129699864
    • No matter which car you choose, however, they're all afflicted with a severe case of understeer.
      negative · Dec 30, 2022 · review 129707567
  • story

    22 positive · 49 negative · 2 mixed · 1 neutral

    • The story is weak, kind of as always.
      negative · Dec 30, 2022 · review 129699864
    • As is now customary in Need for Speed games, Unbound features a rather forgettable story about getting back at a former friend who stole your ride.
      negative · Dec 30, 2022 · review 129707567
    • No, the whole story is you get betrayed and all your cars stolen, then the antagonist sends a spy to help you get better so you can beat her.
      negative · Dec 31, 2022 · review 129744211
  • ai behavior

    7 positive · 41 negative · 4 mixed · 0 neutral

    • - Nasty rubber banding of cops and racers - easily the most annoying part of the game
      negative · Dec 30, 2022 · review 129695269
    • THE COPS AND PURSUITS ARE ACTUAL DOG BOOTY CHEEK!
      negative · Dec 30, 2022 · review 129707217
    • The only downside is that the AI doesn't always play fair.
      negative · Dec 30, 2022 · review 129707567
  • art style

    34 positive · 14 negative · 2 mixed · 2 neutral

    • + Unique art style
      positive · Dec 30, 2022 · review 129695269
    • The first thing that jumps out when starting Need for Speed Unbound is its vibrant art style.
      positive · Dec 30, 2022 · review 129707567
    • love this game much more challenging then heat but love the style and feel of it all
      positive · Dec 31, 2022 · review 129755317
  • graphics

    44 positive · 6 negative · 0 mixed · 1 neutral

    • + Car graphics are great!
      positive · Dec 30, 2022 · review 129695269
    • +Nice graphics
      positive · Dec 30, 2022 · review 129707567
    • Pro: Looks Cool.
      positive · Dec 30, 2022 · review 129714723
  • music

    12 positive · 30 negative · 4 mixed · 1 neutral

    • the ost: i dont know if i would exactly call it BAD but it isnt great.
      negative · Dec 30, 2022 · review 129707217
    • Everything else like the music... very meh.
      negative · Dec 31, 2022 · review 129741388
    • Every cringe worthy dialogue exchange, the music selection (just mute it), the complete lack of the tense motion effects at high speeds (The original NFS Underground did this in 2003!
      negative · Dec 31, 2022 · review 129748610
  • customization

    34 positive · 6 negative · 6 mixed · 0 neutral

    • + Lots of customization for each car I had
      positive · Dec 30, 2022 · review 129695269
    • I like a lot, i like the customization... ALOT
      positive · Dec 30, 2022 · review 129703567
    • car customization - this game has some of the best car customization in any nfs game i have ever played (maybe behind nfsmw 2005 but that doesn't count).
      positive · Dec 30, 2022 · review 129707217
  • price value

    6 positive · 23 negative · 7 mixed · 4 neutral

    • Steam is unable to issue a refund for this broken game for 80€.
      negative · Dec 30, 2022 · review 129701693
    • unless you are dying to play this game i dont know if its worth 70 usd.
      negative · Dec 30, 2022 · review 129707217
    • NOT WORTH U MONEY for FULL PRICE maybe for a % price maybeee
      negative · Dec 30, 2022 · review 129707567
  • multiplayer

    21 positive · 13 negative · 0 mixed · 2 neutral

    • + Online allows you to just race with friends
      positive · Dec 30, 2022 · review 129695269
    • Online is where this game really shines and what it is meant for.
      positive · Dec 30, 2022 · review 129719558
    • Running from Heat 5 with friends was fun and in this game it'd be even better.
      positive · Dec 31, 2022 · review 129752267
see more
  • progression

    6 positive · 23 negative · 1 mixed · 3 neutral

    • You need to do 90 races of B tier with multiple brands to unlock other brands of the cars in multiplayer.
      negative · Dec 31, 2022 · review 129740039
    • The fact the unlockable cars just vanish forever if you don't get first place is pretty frustrating.
      negative · Dec 31, 2022 · review 129744211
    • Early game money is low, but I believe its a good thing, but after you beat the game you still get a pretty low amount of earnings on races making getting new cars and having fun with that part of the game pretty annoying post game.
      negative · Dec 31, 2022 · review 129744793
  • content amount

    10 positive · 17 negative · 1 mixed · 1 neutral

    • The tracks repeats A LOT. Not many variations.
      negative · Dec 30, 2022 · review 129714017
    • Overall, this game is far more enjoyable on the short term then most other Ghost Games made NFS, but with the limited amount of tracks and events within this game, that fun will run out quick.
      negative · Dec 31, 2022 · review 129744793
    • Very superficial, same NFS world view with cars from '71 that dominate in s+ 400+ score but now there is no content... Online has about 20-30 races, some of which are the reverse of others and you have to keep doing these over, and over, and over again.
      negative · May 31, 2023 · review 139329576
  • difficulty

    11 positive · 18 negative · 0 mixed · 0 neutral

    • Could use some AI fixes and the cops are still as much of a pushover like in heat, but easier to outrun.
      negative · Dec 31, 2022 · review 129740273
    • And the constant stunt jumps that sling you right into a bridge or wall combined with the pedestrian traffic spawns and insanely hard police on the relaxed difficulty make this game unplayable.
      negative · Dec 31, 2022 · review 129744211
    • EVERYTHING IS DESIGNED TO ♥♥♥♥ YOUR FACE.
      negative · Dec 31, 2022 · review 129762056
  • performance

    2 positive · 24 negative · 1 mixed · 0 neutral

    • -Long loading screen
      negative · Dec 30, 2022 · review 129707567
    • But after about an hour of play the game will consistently and suddenly just tank.
      negative · Dec 31, 2022 · review 129784405
    • Altho it runs ♥♥♥♥ with a ♥♥♥♥ pc, the game can be very fun and relaxing.
      negative · Dec 31, 2022 · review 129810191
  • balance

    3 positive · 22 negative · 0 mixed · 0 neutral

    • while i do recommend Unbound, the fact that ALL cars besides yours is rated for S+. being in first going 180 or more then all of a sudden a person with a subpar car blasts past you like you are standing still.
      negative · Dec 30, 2022 · review 129718991
    • There's so much wrong with this game from the sense of speed being stupidly slow to the AI being completely overpowered no matter how easy you set the difficulty to, this game is just horrible.
      negative · Dec 31, 2022 · review 129744211
    • The rating system is a lie and has no place in a need for speed game.
      negative · Dec 31, 2022 · review 129754653
  • stability

    1 positive · 24 negative · 0 mixed · 0 neutral

    • DirectX error ruined my game.
      negative · Dec 30, 2022 · review 129701693
    • Crashes on my system with a directx error.
      negative · Dec 30, 2022 · review 129727673
    • If the Origin app was still here then i would not have to suffer through countless hours of checking reddit threads and videos on how to fix a infinite loading screen or literally my own friends not being put into my own lockdown game in my own party.
      negative · Dec 31, 2022 · review 129801831
  • writing

    2 positive · 22 negative · 0 mixed · 0 neutral

    • The dialogue is weak, as always.
      negative · Dec 30, 2022 · review 129699864
    • The sound track, the NPC dialogue, the police, the way your character talks just all suck the rest of any remaining enjoyment out of the game.
      negative · Dec 31, 2022 · review 129744211
    • Horrible story line, makes the dialogue in Saints Row 2022 look competent.
      negative · Dec 31, 2022 · review 129748610
  • bugs

    0 positive · 23 negative · 0 mixed · 0 neutral

    • For example I select one car and race starts with another one no matter my selection.
      negative · Dec 30, 2022 · review 129701693
    • It has some smaller issues, but today I will call it a solid base.
      negative · Dec 30, 2022 · review 129701930
    • I had many issues on graphics BUGS. Stripes appears on screen and etc.
      negative · Dec 30, 2022 · review 129714017
  • platform access

    1 positive · 22 negative · 0 mixed · 0 neutral

    • game wont even launch on resolutions beyond 1080p.
      negative · Dec 31, 2022 · review 129743294
    • DOES NOT WORK ON STEAM DECK
      negative · Dec 31, 2022 · review 129744211
    • THE GTR IS NOT IN SINGLEPLAYER.
      negative · Dec 31, 2022 · review 129762056
  • physics

    6 positive · 14 negative · 1 mixed · 0 neutral

    • the physics: the physics are a bit janky from time to time and i think a bit of a downgrade from heats.
      negative · Dec 30, 2022 · review 129707217
    • Cons: Driving physics don't make sense if you've played anything more realistic.
      negative · Dec 30, 2022 · review 129714723
    • You'll just be cruising down a straight doing minor adjustments to avoid traffic and you'll hit invisible speed bumps which lifts the car juuuuuuuuust enough for the wheels to lose contact with the pavement causing the car to freak out when it makes contact again.
      negative · Dec 31, 2022 · review 129754653
  • characters

    1 positive · 18 negative · 0 mixed · 0 neutral

    • The characters are mostly weak, especially the protagonist is just.
      negative · Dec 30, 2022 · review 129699864
    • the mission where you go pick him up and drive him around is SO bad.
      negative · Dec 30, 2022 · review 129707217
    • Still you have to endure the writing, the bland "rival" racers that I've already forgotten.
      negative · Dec 31, 2022 · review 129748610
  • monetization

    1 positive · 12 negative · 0 mixed · 0 neutral

    • But EA would rather update a BATTLE PASS IN A MULTIPLAYER GAME NO ONE LIKES.
      negative · Feb 28, 2023 · review 133806575
    • , welp you have to burn i think around 15 usd just to get a free content of the premium speed pass,not worth it at all imo for my car colletor urges
      negative · Nov 30, 2023 · review 152567886
    • The fact that the first thing they splash before you even start is buy this or this and this like you have to decline every DLC before you can even start.
      negative · Dec 31, 2023 · review 154928128
  • level design

    6 positive · 5 negative · 1 mixed · 0 neutral

    • +Nice map design
      positive · Dec 30, 2022 · review 129707567
    • Map: 8/10
      positive · Dec 31, 2022 · review 129794859
    • More diversity, and multi-level train tracks, and highways, are well designed and fun to drive.
      positive · May 31, 2024 · review 166420463
  • world

    9 positive · 3 negative · 0 mixed · 0 neutral

    • it feels like it was meant for driving and the bustling city to the mountains feel very alive with the REAL PEOPLE on the sidewalks and standing around for no reason.
      positive · Dec 30, 2022 · review 129707217
    • Semi Interesting world.
      positive · Dec 30, 2022 · review 129714723
    • Driving around the world is fun.
      positive · Jan 31, 2023 · review 131946819
  • sound design

    7 positive · 3 negative · 1 mixed · 0 neutral

    • The car sounds are alright, I have heard better but also worse, I do like that you can tune your exhaust sound to your liking which I think you could already do in the previous titles but it is a cool feature nonetheless.
      positive · Dec 30, 2022 · review 129699864
    • Audio: 7/10
      positive · Dec 31, 2022 · review 129794859
    • Pros: Gameplay is good, Graphics are great even at the low settings, Car customization are great, 140+ Cars to drive (Still no toyota tho:(), Car engine sounds are eargasm same as nfs heat, and Car handling is depends how you played, play this with you friends for a greater racing experience
      positive · Dec 31, 2023 · review 154914480
  • game length

    2 positive · 7 negative · 0 mixed · 1 neutral

    • The main single player campaign is short, you have to grind for cash to buy new vehicles after.
      negative · Dec 31, 2022 · review 129800259
    • I have a few gripes: the campaign isn't as long as I would have wanted.
      negative · Jan 31, 2023 · review 131946819
    • Hella Overpriced for something that will take you story wise up to 12 hours, terribly childish story writing (i would expect this game to be done for kids age 8-14) that leads you through painful begining …
      negative · Jun 30, 2023 · review 140985358
  • quest design

    2 positive · 6 negative · 0 mixed · 1 neutral

    • … to go for 100% on games and most of the time while it is a long task it's not something I would complain about, but boy, drift activities/challenges on this game were the worst, should be called wiggle activities instead, hated them, but are doable, just something I wanted to note for the …
      negative · Jan 31, 2023 · review 131956010
    • Beside from that, how tf you can make a race game with a limited numbers or restart PER SESSION even in single player mode and even in easy difficulty?
      negative · May 31, 2023 · review 139330034
    • - In Single player, the day thing is cool but I don't like having only one shot at an event, plus the limited restart thing is lame.
      negative · Nov 30, 2023 · review 152591144
  • ui

    2 positive · 7 negative · 0 mixed · 0 neutral

    • 2) certain features are just plain hidden, exhaust tuning is present but shoved in the vanity menu but only accessible by pressing a button.
      negative · Dec 31, 2022 · review 129784405
    • Radio in this game is silly and annoying, but there is no volume control for that, as its seen as normal dialogues which as i found out, are useful to actually hear if its a car mission, or just a stupid side race.
      negative · Jun 30, 2023 · review 140985358
    • And that's cool but without a list or directory it's hard to find your favorite one.
      negative · Nov 30, 2023 · review 152591144
  • developer conduct

    0 positive · 8 negative · 0 mixed · 0 neutral

    • This is not made clear to people before they buy the game.
      negative · Dec 30, 2022 · review 129726858
    • EA is silent.
      negative · Dec 30, 2022 · review 129727673
    • It's a typical EA product, no passion, no fun, just a trial.
      negative · Dec 31, 2022 · review 129748610
  • pacing

    1 positive · 5 negative · 1 mixed · 0 neutral

    • However after you get to a certain point in the story it gets really repetitive and boring.
      negative · Dec 30, 2022 · review 129694806
    • I was enjoying it at start but got way too bored of it near the end of the story.
      negative · Dec 30, 2022 · review 129726858
    • Each qualifier you are doing the same races against the same opponents and after almost every race theres a tedious cop chase which wouldnt be bad, but the cop chases are so BORING in this game.
      negative · Nov 30, 2023 · review 152600724
  • updates

    1 positive · 5 negative · 1 mixed · 0 neutral

    • There is no update since the release one month ago.
      negative · Dec 30, 2022 · review 129701693
    • Lately i see more and more additional purchase DLC's showing up on steam for this game that grant you access to additional 1 car and some tuning functions, and with them, random update of 30GB for this game even if you did not purchase anything.
      negative · Jun 30, 2023 · review 140985358
    • all these new updates and none of them are to fix the online access for a lot of players
      negative · Mar 31, 2024 · review 161897435
  • atmosphere

    4 positive · 2 negative · 0 mixed · 0 neutral

    • The vibe is street based. Rap music and ethnic characters abound. Those looking for a for Rock or Heavy Metal themed game will thumb this down.
      positive · Dec 31, 2023 · review 154916192
    • That game is a vibe.
      positive · May 31, 2025 · review 196091349
    • The vibe is amazing: the graffiti-inspired cartoon effects layered on a realistic city give it a bold identity, almost like a Dishonored-style contrast between gritty realism and stylized art.
      positive · Aug 31, 2025 · review 203223080
  • replayability

    5 positive · 1 negative · 0 mixed · 0 neutral

    • All in all, I enjoyed the game and will probably return to this game for another playthrough when i get the need to play a racing game again.
      positive · Jan 31, 2023 · review 131946819
    • ---{ Challenge / Replay-ability }---
      positive · May 31, 2024 · review 166420463
    • At the end of the day, the racing is fun, and it’s easy to waste hours just cruising around looking for cool spots to use camera mode and grab screenshots.
      positive · Oct 31, 2024 · review 178111276
  • addictiveness

    5 positive · 0 negative · 0 mixed · 0 neutral

    • Races are addictive, engaging, and constantly keep you on your toes.
      positive · Dec 30, 2022 · review 129719558
    • This is the first NFS in a while that has me hooked.
      positive · Dec 31, 2022 · review 129752267
    • Man im hooked onto this ♥♥♥♥.
      positive · Dec 31, 2023 · review 154933453
  • mods

    3 positive · 2 negative · 0 mixed · 0 neutral

    • Customization is awesome and community wraps are the best thing to happen in modern nfs so I am glad they are continuing it.
      positive · Nov 30, 2023 · review 152600724
    • Customization, as i initially mentioned too, is genuinely extreme, many cars you can remove bumpers, bodykits for pretty much every car, and if you get into modding, you can make even more unique customization from the driving effects, to even adding some police customization to your actual car.
      positive · Nov 30, 2024 · review 181174586
    • Shame that the previous NFS isn't as good as well but you nab yourself some community mods with NFS:heat to improve the game that would give you a better gameplay expierence then Unbound.
      positive · Feb 28, 2025 · review 188991639
  • voice acting

    0 positive · 4 negative · 0 mixed · 1 neutral

    • The guy I have chosen for my character has an absolutely terrible voice actor that just does not fit at all into this game and its artstyle.
      negative · Dec 30, 2022 · review 129699864
    • Dialogue/voice acting can be a little cringey sometimes, but the game is fun and definitely worth playing.
      negative · Jan 31, 2023 · review 131946819
    • >Turn off dialogue volume
      negative · Mar 31, 2024 · review 161901241

Emergent themes unvalidated

topics reviewers bring up that are not on the validated list; raw counts only, no error bars

  • grind 14

Review timeline

monthly peak 5,678 reviews · all languages

review volume 2,000 4,000 0 positive review share 100% 50% 0% 2023 2024 2025 2026 Dec 2022 · 5,678 reviews (4,060 up · 1,618 down) · 72% positive Jan 2023 · 2,680 reviews (1,505 up · 1,175 down) · 56% positive Feb 2023 · 845 reviews (519 up · 326 down) · 61% positive Mar 2023 · 905 reviews (478 up · 427 down) · 53% positive Apr 2023 · 371 reviews (219 up · 152 down) · 59% positive May 2023 · 1,777 reviews (1,032 up · 745 down) · 58% positive Jun 2023 · 1,026 reviews (618 up · 408 down) · 60% positive Jul 2023 · 1,558 reviews (921 up · 637 down) · 59% positive Aug 2023 · 648 reviews (369 up · 279 down) · 57% positive Sep 2023 · 712 reviews (392 up · 320 down) · 55% positive Oct 2023 · 470 reviews (271 up · 199 down) · 58% positive Nov 2023 · 2,235 reviews (1,814 up · 421 down) · 81% positive Dec 2023 · 1,567 reviews (886 up · 681 down) · 57% positive Jan 2024 · 1,357 reviews (778 up · 579 down) · 57% positive Feb 2024 · 1,512 reviews (843 up · 669 down) · 56% positive Mar 2024 · 2,032 reviews (1,138 up · 894 down) · 56% positive Apr 2024 · 903 reviews (526 up · 377 down) · 58% positive May 2024 · 1,330 reviews (779 up · 551 down) · 59% positive Jun 2024 · 680 reviews (388 up · 292 down) · 57% positive Jul 2024 · 940 reviews (538 up · 402 down) · 57% positive Aug 2024 · 1,819 reviews (1,041 up · 778 down) · 57% positive Sep 2024 · 838 reviews (472 up · 366 down) · 56% positive Oct 2024 · 565 reviews (296 up · 269 down) · 52% positive Nov 2024 · 1,371 reviews (946 up · 425 down) · 69% positive Dec 2024 · 3,130 reviews (1,890 up · 1,240 down) · 60% positive Jan 2025 · 1,339 reviews (769 up · 570 down) · 57% positive Feb 2025 · 870 reviews (519 up · 351 down) · 60% positive Mar 2025 · 1,177 reviews (666 up · 511 down) · 57% positive Apr 2025 · 660 reviews (428 up · 232 down) · 65% positive May 2025 · 819 reviews (466 up · 353 down) · 57% positive Jun 2025 · 598 reviews (342 up · 256 down) · 57% positive Jul 2025 · 750 reviews (423 up · 327 down) · 56% positive Aug 2025 · 1,506 reviews (861 up · 645 down) · 57% positive Sep 2025 · 683 reviews (424 up · 259 down) · 62% positive Oct 2025 · 558 reviews (317 up · 241 down) · 57% positive Nov 2025 · 544 reviews (332 up · 212 down) · 61% positive Dec 2025 · 753 reviews (467 up · 286 down) · 62% positive Jan 2026 · 727 reviews (452 up · 275 down) · 62% positive Feb 2026 · 603 reviews (369 up · 234 down) · 61% positive Mar 2026 · 775 reviews (431 up · 344 down) · 56% positive Apr 2026 · 551 reviews (333 up · 218 down) · 60% positive May 2026 · 538 reviews (314 up · 224 down) · 58% positive Jun 2026 · 517 reviews (315 up · 202 down) · 61% positive Jul 2026 · 512 reviews (314 up · 198 down) · 61% positive Aug 2026 · 1,094 reviews (610 up · 484 down) · 56% positive

monthly share rated positive · 50% reference · months with <5 reviews faded

the timeline as a table
Reviews per month, all languages; months with no reviews are left out.
month reviews up down positive note
Dec 2022 5,678 4,060 1,618 72%
Jan 2023 2,680 1,505 1,175 56%
Feb 2023 845 519 326 61%
Mar 2023 905 478 427 53%
Apr 2023 371 219 152 59%
May 2023 1,777 1,032 745 58%
Jun 2023 1,026 618 408 60%
Jul 2023 1,558 921 637 59%
Aug 2023 648 369 279 57%
Sep 2023 712 392 320 55%
Oct 2023 470 271 199 58%
Nov 2023 2,235 1,814 421 81%
Dec 2023 1,567 886 681 57%
Jan 2024 1,357 778 579 57%
Feb 2024 1,512 843 669 56%
Mar 2024 2,032 1,138 894 56%
Apr 2024 903 526 377 58%
May 2024 1,330 779 551 59%
Jun 2024 680 388 292 57%
Jul 2024 940 538 402 57%
Aug 2024 1,819 1,041 778 57%
Sep 2024 838 472 366 56%
Oct 2024 565 296 269 52%
Nov 2024 1,371 946 425 69%
Dec 2024 3,130 1,890 1,240 60%
Jan 2025 1,339 769 570 57%
Feb 2025 870 519 351 60%
Mar 2025 1,177 666 511 57%
Apr 2025 660 428 232 65%
May 2025 819 466 353 57%
Jun 2025 598 342 256 57%
Jul 2025 750 423 327 56%
Aug 2025 1,506 861 645 57%
Sep 2025 683 424 259 62%
Oct 2025 558 317 241 57%
Nov 2025 544 332 212 61%
Dec 2025 753 467 286 62%
Jan 2026 727 452 275 62%
Feb 2026 603 369 234 61%
Mar 2026 775 431 344 56%
Apr 2026 551 333 218 60%
May 2026 538 314 224 58%
Jun 2026 517 315 202 61%
Jul 2026 512 314 198 61%
Aug 2026 1,094 610 484 56%

How this report was made

Population
all Steam reviews of the game (every language, purchase type, and verdict), walked newest-first per window; only English-language reviews are analyzed
Sample
441 English reviews, time-proportional draw over 45 windows (newest-first within each), taken from an all-language walk and kept English-only — where English is a minority the sample runs smaller than the draw, and every margin of error is computed at 441
Aspect yield
288 of 441 analyzed reviews carry at least one aspect (65.3%); every share on this page divides by all 441
Interval regime
calm: standard margins of error for a share of a sample (Wilson interval), no widening needed
Fetch paths
45 time windows fetched directly (windowed)
Language mix
1,000 fetched: english 442 · schinese 112 · russian 77 · 26 more
Steam-marked windows
none flagged by Steam (Valve's off-topic flagging began March 2019)
Marked share
0.0% of sample inside marked windows, under the 2% floor
Narrative
passed the grounding gate first try
Evidence floor
aspects and emergent themes appear only with 5+ supporting reviews; smaller counts sit at the classifier's false-positive floor
Instrument readings
measured once on the study corpus for this model and prompt: frozen calibration, not properties of this run
· aspect tagging vs. human labels
0.766 [0.713–0.811] (F1 against a human-labeled test set; 1.0 is best)
· quotes filed under the wrong aspect
11.6% [6.6–19.6] of quotes, measured by hand on a sample; lower is better
· independent model vs. production labels
0.791 [0.772–0.810] (F1 of the production labeler against an independent judge model)
Versions
deepseek-v4-flash · prompt classify-v1 · ontology v2
Run
serve-20260822T095236Z-89578a92 · code 6c7a235

full methodology in the milestone write-ups