Grand Theft Auto V Enhanced

analyzed 2026-10-22 · sample of 444 English reviews across the whole review history

Players consistently praise the story and characters, with the narrative called "really well writteN" and one reviewer noting it "remains as fun as it was all those years ago". The world draws similar warmth, described as making Los Santos "feel fresher than ever", and the graphics earn mostly positive mention, including ray tracing called "a game changer". Gameplay and addictiveness also lean positive, with driving through traffic and losing track of hours both coming up. Criticism clusters around technical and platform issues. Platform access is the most negative aspect, with players citing an inability to transfer accounts and one saying "I couldn't migrate, and wasn't given a reason for it". Bugs, stability, and cheating draw frequent complaints, from crashes at the gun store to being "booted out of casino heists". Developer conduct, monetization, and balance are uniformly negative in the sample, with mentions of subscription services and heists nerfed until making money is difficult. Multiplayer splits opinion, drawing praise and criticism in nearly equal measure, and players also raise chat and grind as recurring topics. Performance and updates divide more mildly, while price value stays mixed.

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

Aspects

share of sample, axis to 10% · ± is the sampling uncertainty around each share

  • positive
  • mixed / neutral
  • negative
  • multiplayer

    14 positive · 12 negative · 7 mixed · 0 neutral

    • It may have taken over decade since the game came out but GTA Online is now enjoyable on PC even using a fresh account.
      positive · Mar 17, 2025 · review 190497872
    • Story mode is fire and online is pure madness, this game got it all.
      positive · Mar 31, 2025 · review 191684458
    • There are less hackers and fuller lobbies though.
      positive · Mar 31, 2025 · review 191685700
  • graphics

    18 positive · 4 negative · 2 mixed · 0 neutral

    • The ray tracing really is a game changer but only if you have a higher end RTX card.
      positive · Mar 10, 2025 · review 189907313
    • Graphics are Beautiful.
      positive · Mar 10, 2025 · review 189907365
    • Faster loading screens and some improvements in graphics and bugs.
      positive · Mar 10, 2025 · review 189907743
  • platform access

    2 positive · 22 negative · 0 mixed · 0 neutral

    • I know people are complaining about not being able to transfer their online accounts across versions and this is bad.
      negative · Mar 10, 2025 · review 189907771
    • I couldn't migrate, and wasn't given a reason for it, and had my support ticket closed without reply.
      negative · Mar 17, 2025 · review 190497872
    • Graphic improvements are so small that they aren't worth releasing a new version, Rockstar removed online chat so coordinating strategies won't happen anymore, also most accounts are blocked from being ported into the new version.
      negative · Mar 17, 2025 · review 190498942
  • cheating

    5 positive · 15 negative · 1 mixed · 0 neutral

    • Hackers still everywhere.
      negative · Mar 10, 2025 · review 189906982
    • 95% of the PC player base has received modded cash at least once within the last decade, so how does rockstar expect anyone to transfer over?
      negative · Mar 24, 2025 · review 191111730
    • It has new microtransactions built into the main menu, it overhauled the online experience (for worse), and though it added anticheat, i doubt it'd do anything anyways.
      negative · Apr 07, 2025 · review 192255985
  • story

    18 positive · 2 negative · 1 mixed · 0 neutral

    • story mode is fine but i havent played online yet so idk
      positive · Mar 17, 2025 · review 190501075
    • Story mode is fire and online is pure madness, this game got it all.
      positive · Mar 31, 2025 · review 191684458
    • I don't know why more people don't talk about the story it's the only mode I play and it was really well writteN
      positive · May 19, 2025 · review 195243884
  • performance

    10 positive · 7 negative · 0 mixed · 0 neutral

    • I will say though I found it to still be pretty well optimized.
      positive · Mar 10, 2025 · review 189907313
    • Faster loading screens and some improvements in graphics and bugs.
      positive · Mar 10, 2025 · review 189907743
    • Runs great. The raytracing levels up the visuals quite a lot.
      positive · Mar 10, 2025 · review 189908602
  • bugs

    2 positive · 14 negative · 0 mixed · 0 neutral

    • Hard pass on this until a mod is released that fixes both the bugs, and restores the content they removed for the new "mOdErN aUdIeNcE" that they keep religiously demanding exists.
      negative · Mar 10, 2025 · review 189905667
    • Online loads maybe half the time, and if you somehow loaded in, doing anything will force you into a infinite loading screen glitch.
      negative · Mar 10, 2025 · review 189906989
    • It has been 13 years and keep buggin the game every time i try to join on a mission Heist or heist setup
      negative · Mar 24, 2025 · review 191112690
  • developer conduct

    0 positive · 16 negative · 0 mixed · 0 neutral

    • Furthermore the sterilization of the games content as well as word usage is further evidence that Rockstar not only refuses to listen to the community they garnered for profits, but actively does the opposite of what is demanded.
      negative · Mar 10, 2025 · review 189905667
    • It's crazy how good their products always are yet they always milk the audience while providing substandard support for multiplayer in any product especially for the PC platform.
      negative · Mar 17, 2025 · review 190497872
    • it seems a bit weird releasing this 2 years after the next gen consoles got it and releasing it the same year GTA 6 comes out like what's the point.
      negative · Mar 17, 2025 · review 190500306
  • stability

    0 positive · 12 negative · 0 mixed · 0 neutral

    • Game crashes whenever I use the gun store. Same "AMD driver hangs and crashes" type error report.
      negative · Mar 10, 2025 · review 189905667
    • Still getting booted out of casino heists in the mantrap.
      negative · Mar 10, 2025 · review 189906982
    • it dosnt works on any graphics card below gtx or gt 1030, it justs opens, black screen, and closes
      negative · Mar 10, 2025 · review 189907903
  • updates

    4 positive · 7 negative · 1 mixed · 0 neutral

    • Garbage update that was not worth re-installing the entire game.
      negative · Mar 10, 2025 · review 189907076
    • If you have a good PC and want to play GTA V again then yes, this is the best way you can play story but I wouldn't say this was a needed update or even a good one as it got rid of big features.
      negative · Mar 10, 2025 · review 189907313
    • worst update of all time.
      negative · Mar 10, 2025 · review 189909018
see more
  • monetization

    0 positive · 11 negative · 0 mixed · 0 neutral

    • BUY STUFF NOW ads in your face.
      negative · Mar 10, 2025 · review 189906982
    • Negligible visual upgrade, features that have been available on console for ages, and all it costed was censoring the game for the perpetually offended and the addition of a corny subscription service.
      negative · Mar 10, 2025 · review 189907076
    • Whole update was to try to squeeze every last bit of money out of the players before gta 6.
      negative · Mar 10, 2025 · review 189909018
  • characters

    9 positive · 1 negative · 0 mixed · 0 neutral

    • It was worth playing it for Trevor I guess though.
      positive · Mar 24, 2025 · review 191112776
    • Classic, game full of crazy people
      positive · Sep 01, 2025 · review 203355487
    • The characters are memorable, the missions varied, and the writing sharp, keeping the story engaging even after a decade.
      positive · Nov 24, 2025 · review 210226427
  • world

    9 positive · 0 negative · 0 mixed · 0 neutral

    • The graphical enhancements make Los Santos feel more alive, with improved textures and lighting that make the world more immersive.
      positive · Mar 17, 2025 · review 190500413
    • The graphical improvements, smoother performance makes Los Santos feel fresher than ever.
      positive · Nov 24, 2025 · review 210226427
    • The characters are iconic, the humor is unhinged in the best way, and the world somehow still feels alive after all these years.
      positive · Dec 01, 2025 · review 212358085
  • content amount

    6 positive · 2 negative · 0 mixed · 0 neutral

    • Its MASSIVE. It is GTA, but MASSIVER and BETTER.
      positive · Mar 10, 2025 · review 189909551
    • so much to do
      positive · Jun 23, 2025 · review 197997744
    • gta is a classic game that everyone should play at least once & it's so much fun, story mode, co-op or even play solo in online version, so much to do & see!
      positive · Jul 14, 2025 · review 199818143
  • gameplay

    5 positive · 2 negative · 0 mixed · 0 neutral

    • Driving super cars in this game weaving through traffic is so fun
      positive · Mar 10, 2025 · review 189907702
    • Less cheaters online, way better graphics, and the gameplay has plenty of depth and variation.
      positive · Oct 13, 2025 · review 206670855
    • This game, structurally, is alright. Well made, well designed, all that jazz.
      positive · Jun 08, 2026 · review 227525952
  • price value

    3 positive · 2 negative · 1 mixed · 1 neutral

    • I'm glad this is free, it is better than the legacy.
      positive · Mar 10, 2025 · review 189907743
    • and the upgrade was free.
      positive · Apr 14, 2025 · review 192761507
    • very fun and got it for 50% off.
      positive · Jun 29, 2026 · review 229195778
  • addictiveness

    6 positive · 0 negative · 0 mixed · 0 neutral

    • Player since November 2019 with 1200+ hours of playtime, still enjoying it every day.
      positive · Jul 21, 2025 · review 200336752
    • Great game, you could play two hours and not even know it.
      positive · Oct 27, 2025 · review 207753499
    • still friggin peak yo -163 hours
      positive · Dec 01, 2025 · review 212371980
  • balance

    0 positive · 6 negative · 0 mixed · 0 neutral

    • Nerfed every heist making it impossible to make good money, the new heist only pays good once a week and the money only goes to the host.
      negative · Mar 10, 2025 · review 189909018
    • It also seems like they balanced a lot of the fun out, likely in order to make it multiplayer-friendly and/or to push GTA+ subs.
      negative · Sep 08, 2025 · review 203911225
    • Some encounters in free roam have also become frustrating due to overpowered vehicles, weapons in the hands of tryhard players.
      negative · Nov 24, 2025 · review 210226427
  • community

    0 positive · 5 negative · 0 mixed · 0 neutral

    • … myself to play this ♥♥♥♥♥♥♥ pile of steamy ♥♥♥♥♥♥♥♥ that has been catered to appease the underdeveloped minds of 12 year olds that froth at the mouth just from the thought of purposely ruining the experience of someone who's been grinding their fingers down to bone playing this game since …
      negative · Jul 14, 2025 · review 199819240
    • Aside from a few people who like to kill you over and over and over and over and over and over and over and over and over and over and over and over and over and over and over and …
      negative · Jul 28, 2025 · review 200950025
    • its boring going from console to pc ppl so bad here on E&E PC Edition
      negative · Aug 25, 2025 · review 202885652
  • servers netcode

    0 positive · 5 negative · 0 mixed · 0 neutral

    • Online loads maybe half the time, and if you somehow loaded in, doing anything will force you into a infinite loading screen glitch.
      negative · Mar 10, 2025 · review 189906989
    • Severs are ass, constant game breaking bugs that make you have to force quit just to get out of.
      negative · Jul 21, 2025 · review 200331088
    • They still expect you to grind for any reasonable amount of cash but grinding is near impossible as servers will go down, connection will be lost, games will freeze and people don't have much incentive to help you with heists.
      negative · Aug 18, 2025 · review 202422399

Emergent themes unvalidated

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

  • chat 6
  • grind 6

Review timeline

weekly peak 18,449 reviews · all languages

review volume 5,000 10,000 15,000 0 positive review share 100% 50% 0% 2026 week of 04 Mar 2025 · 18,449 reviews (9,909 up · 8,540 down) · 54% positive week of 11 Mar 2025 · 7,128 reviews (4,654 up · 2,474 down) · 65% positive week of 18 Mar 2025 · 4,682 reviews (3,469 up · 1,213 down) · 74% positive week of 25 Mar 2025 · 3,115 reviews (2,361 up · 754 down) · 76% positive week of 01 Apr 2025 · 2,300 reviews (1,831 up · 469 down) · 80% positive week of 08 Apr 2025 · 2,042 reviews (1,595 up · 447 down) · 78% positive week of 15 Apr 2025 · 1,862 reviews (1,453 up · 409 down) · 78% positive week of 22 Apr 2025 · 1,887 reviews (1,494 up · 393 down) · 79% positive week of 29 Apr 2025 · 2,059 reviews (1,710 up · 349 down) · 83% positive week of 06 May 2025 · 2,607 reviews (2,195 up · 412 down) · 84% positive week of 13 May 2025 · 2,552 reviews (2,123 up · 429 down) · 83% positive week of 20 May 2025 · 2,173 reviews (1,808 up · 365 down) · 83% positive week of 27 May 2025 · 1,988 reviews (1,675 up · 313 down) · 84% positive week of 03 Jun 2025 · 3,059 reviews (1,547 up · 1,512 down) · 51% positive week of 10 Jun 2025 · 2,751 reviews (1,468 up · 1,283 down) · 53% positive week of 17 Jun 2025 · 2,686 reviews (2,071 up · 615 down) · 77% positive week of 24 Jun 2025 · 2,336 reviews (1,883 up · 453 down) · 81% positive week of 01 Jul 2025 · 2,076 reviews (1,726 up · 350 down) · 83% positive week of 08 Jul 2025 · 2,085 reviews (1,721 up · 364 down) · 83% positive week of 15 Jul 2025 · 1,939 reviews (1,621 up · 318 down) · 84% positive week of 22 Jul 2025 · 1,699 reviews (1,391 up · 308 down) · 82% positive week of 29 Jul 2025 · 1,517 reviews (1,277 up · 240 down) · 84% positive week of 05 Aug 2025 · 1,464 reviews (1,254 up · 210 down) · 86% positive week of 12 Aug 2025 · 1,751 reviews (1,465 up · 286 down) · 84% positive week of 19 Aug 2025 · 2,494 reviews (2,118 up · 376 down) · 85% positive week of 26 Aug 2025 · 2,287 reviews (1,943 up · 344 down) · 85% positive week of 02 Sep 2025 · 1,791 reviews (1,493 up · 298 down) · 83% positive week of 09 Sep 2025 · 1,698 reviews (1,437 up · 261 down) · 85% positive week of 16 Sep 2025 · 1,483 reviews (1,258 up · 225 down) · 85% positive week of 23 Sep 2025 · 1,247 reviews (1,037 up · 210 down) · 83% positive week of 30 Sep 2025 · 1,946 reviews (1,680 up · 266 down) · 86% positive week of 07 Oct 2025 · 1,867 reviews (1,653 up · 214 down) · 89% positive week of 14 Oct 2025 · 1,875 reviews (1,628 up · 247 down) · 87% positive week of 21 Oct 2025 · 1,855 reviews (1,631 up · 224 down) · 88% positive week of 28 Oct 2025 · 1,736 reviews (1,537 up · 199 down) · 89% positive week of 04 Nov 2025 · 1,636 reviews (1,374 up · 262 down) · 84% positive week of 11 Nov 2025 · 1,585 reviews (1,328 up · 257 down) · 84% positive week of 18 Nov 2025 · 2,758 reviews (2,433 up · 325 down) · 88% positive week of 25 Nov 2025 · 14,821 reviews (14,171 up · 650 down) · 96% positive week of 02 Dec 2025 · 2,475 reviews (2,134 up · 341 down) · 86% positive week of 09 Dec 2025 · 3,551 reviews (3,075 up · 476 down) · 87% positive week of 16 Dec 2025 · 3,395 reviews (2,974 up · 421 down) · 88% positive week of 23 Dec 2025 · 3,426 reviews (3,009 up · 417 down) · 88% positive week of 30 Dec 2025 · 3,507 reviews (3,120 up · 387 down) · 89% positive week of 06 Jan 2026 · 2,836 reviews (2,488 up · 348 down) · 88% positive week of 13 Jan 2026 · 2,421 reviews (2,110 up · 311 down) · 87% positive week of 20 Jan 2026 · 2,562 reviews (2,287 up · 275 down) · 89% positive week of 27 Jan 2026 · 3,108 reviews (2,818 up · 290 down) · 91% positive week of 03 Feb 2026 · 2,669 reviews (2,370 up · 299 down) · 89% positive week of 10 Feb 2026 · 2,211 reviews (1,965 up · 246 down) · 89% positive week of 17 Feb 2026 · 2,039 reviews (1,814 up · 225 down) · 89% positive week of 24 Feb 2026 · 1,848 reviews (1,656 up · 192 down) · 90% positive week of 03 Mar 2026 · 1,705 reviews (1,525 up · 180 down) · 89% positive week of 10 Mar 2026 · 2,062 reviews (1,847 up · 215 down) · 90% positive week of 17 Mar 2026 · 2,537 reviews (2,289 up · 248 down) · 90% positive week of 24 Mar 2026 · 2,421 reviews (2,174 up · 247 down) · 90% positive week of 31 Mar 2026 · 2,794 reviews (2,538 up · 256 down) · 91% positive week of 07 Apr 2026 · 2,362 reviews (2,126 up · 236 down) · 90% positive week of 14 Apr 2026 · 1,850 reviews (1,644 up · 206 down) · 89% positive week of 21 Apr 2026 · 1,848 reviews (1,672 up · 176 down) · 90% positive week of 28 Apr 2026 · 1,881 reviews (1,697 up · 184 down) · 90% positive week of 05 May 2026 · 1,657 reviews (1,498 up · 159 down) · 90% positive week of 12 May 2026 · 1,477 reviews (1,309 up · 168 down) · 89% positive week of 19 May 2026 · 1,545 reviews (1,394 up · 151 down) · 90% positive week of 26 May 2026 · 2,052 reviews (1,842 up · 210 down) · 90% positive week of 02 Jun 2026 · 2,199 reviews (1,988 up · 211 down) · 90% positive week of 09 Jun 2026 · 1,793 reviews (1,598 up · 195 down) · 89% positive week of 16 Jun 2026 · 1,920 reviews (1,735 up · 185 down) · 90% positive week of 23 Jun 2026 · 2,754 reviews (2,480 up · 274 down) · 90% positive week of 30 Jun 2026 · 3,308 reviews (3,040 up · 268 down) · 92% positive week of 07 Jul 2026 · 3,375 reviews (3,103 up · 272 down) · 92% positive week of 14 Jul 2026 · 4,884 reviews (2,846 up · 2,038 down) · 58% positive week of 21 Jul 2026 · 3,036 reviews (2,557 up · 479 down) · 84% positive week of 28 Jul 2026 · 2,488 reviews (2,117 up · 371 down) · 85% positive week of 04 Aug 2026 · 2,078 reviews (1,825 up · 253 down) · 88% positive week of 11 Aug 2026 · 1,902 reviews (1,660 up · 242 down) · 87% positive week of 18 Aug 2026 · 1,728 reviews (1,507 up · 221 down) · 87% positive week of 25 Aug 2026 · 2,357 reviews (2,106 up · 251 down) · 89% positive week of 01 Sep 2026 · 2,379 reviews (2,137 up · 242 down) · 90% positive week of 08 Sep 2026 · 2,208 reviews (2,021 up · 187 down) · 92% positive week of 15 Sep 2026 · 2,136 reviews (1,938 up · 198 down) · 91% positive week of 22 Sep 2026 · 1,698 reviews (1,553 up · 145 down) · 91% positive week of 29 Sep 2026 · 1,803 reviews (1,640 up · 163 down) · 91% positive week of 06 Oct 2026 · 2,020 reviews (1,861 up · 159 down) · 92% positive week of 13 Oct 2026 · 1,677 reviews (1,545 up · 132 down) · 92% positive week of 20 Oct 2026 · 518 reviews (473 up · 45 down) · 91% positive

weekly share rated positive · 50% reference · weeks with <5 reviews faded

the timeline as a table
Reviews per week, all languages; weeks with no reviews are left out.
week reviews up down positive note
week of 04 Mar 2025 18,449 9,909 8,540 54%
week of 11 Mar 2025 7,128 4,654 2,474 65%
week of 18 Mar 2025 4,682 3,469 1,213 74%
week of 25 Mar 2025 3,115 2,361 754 76%
week of 01 Apr 2025 2,300 1,831 469 80%
week of 08 Apr 2025 2,042 1,595 447 78%
week of 15 Apr 2025 1,862 1,453 409 78%
week of 22 Apr 2025 1,887 1,494 393 79%
week of 29 Apr 2025 2,059 1,710 349 83%
week of 06 May 2025 2,607 2,195 412 84%
week of 13 May 2025 2,552 2,123 429 83%
week of 20 May 2025 2,173 1,808 365 83%
week of 27 May 2025 1,988 1,675 313 84%
week of 03 Jun 2025 3,059 1,547 1,512 51%
week of 10 Jun 2025 2,751 1,468 1,283 53%
week of 17 Jun 2025 2,686 2,071 615 77%
week of 24 Jun 2025 2,336 1,883 453 81%
week of 01 Jul 2025 2,076 1,726 350 83%
week of 08 Jul 2025 2,085 1,721 364 83%
week of 15 Jul 2025 1,939 1,621 318 84%
week of 22 Jul 2025 1,699 1,391 308 82%
week of 29 Jul 2025 1,517 1,277 240 84%
week of 05 Aug 2025 1,464 1,254 210 86%
week of 12 Aug 2025 1,751 1,465 286 84%
week of 19 Aug 2025 2,494 2,118 376 85%
week of 26 Aug 2025 2,287 1,943 344 85%
week of 02 Sep 2025 1,791 1,493 298 83%
week of 09 Sep 2025 1,698 1,437 261 85%
week of 16 Sep 2025 1,483 1,258 225 85%
week of 23 Sep 2025 1,247 1,037 210 83%
week of 30 Sep 2025 1,946 1,680 266 86%
week of 07 Oct 2025 1,867 1,653 214 89%
week of 14 Oct 2025 1,875 1,628 247 87%
week of 21 Oct 2025 1,855 1,631 224 88%
week of 28 Oct 2025 1,736 1,537 199 89%
week of 04 Nov 2025 1,636 1,374 262 84%
week of 11 Nov 2025 1,585 1,328 257 84%
week of 18 Nov 2025 2,758 2,433 325 88%
week of 25 Nov 2025 14,821 14,171 650 96%
week of 02 Dec 2025 2,475 2,134 341 86%
week of 09 Dec 2025 3,551 3,075 476 87%
week of 16 Dec 2025 3,395 2,974 421 88%
week of 23 Dec 2025 3,426 3,009 417 88%
week of 30 Dec 2025 3,507 3,120 387 89%
week of 06 Jan 2026 2,836 2,488 348 88%
week of 13 Jan 2026 2,421 2,110 311 87%
week of 20 Jan 2026 2,562 2,287 275 89%
week of 27 Jan 2026 3,108 2,818 290 91%
week of 03 Feb 2026 2,669 2,370 299 89%
week of 10 Feb 2026 2,211 1,965 246 89%
week of 17 Feb 2026 2,039 1,814 225 89%
week of 24 Feb 2026 1,848 1,656 192 90%
week of 03 Mar 2026 1,705 1,525 180 89%
week of 10 Mar 2026 2,062 1,847 215 90%
week of 17 Mar 2026 2,537 2,289 248 90%
week of 24 Mar 2026 2,421 2,174 247 90%
week of 31 Mar 2026 2,794 2,538 256 91%
week of 07 Apr 2026 2,362 2,126 236 90%
week of 14 Apr 2026 1,850 1,644 206 89%
week of 21 Apr 2026 1,848 1,672 176 90%
week of 28 Apr 2026 1,881 1,697 184 90%
week of 05 May 2026 1,657 1,498 159 90%
week of 12 May 2026 1,477 1,309 168 89%
week of 19 May 2026 1,545 1,394 151 90%
week of 26 May 2026 2,052 1,842 210 90%
week of 02 Jun 2026 2,199 1,988 211 90%
week of 09 Jun 2026 1,793 1,598 195 89%
week of 16 Jun 2026 1,920 1,735 185 90%
week of 23 Jun 2026 2,754 2,480 274 90%
week of 30 Jun 2026 3,308 3,040 268 92%
week of 07 Jul 2026 3,375 3,103 272 92%
week of 14 Jul 2026 4,884 2,846 2,038 58%
week of 21 Jul 2026 3,036 2,557 479 84%
week of 28 Jul 2026 2,488 2,117 371 85%
week of 04 Aug 2026 2,078 1,825 253 88%
week of 11 Aug 2026 1,902 1,660 242 87%
week of 18 Aug 2026 1,728 1,507 221 87%
week of 25 Aug 2026 2,357 2,106 251 89%
week of 01 Sep 2026 2,379 2,137 242 90%
week of 08 Sep 2026 2,208 2,021 187 92%
week of 15 Sep 2026 2,136 1,938 198 91%
week of 22 Sep 2026 1,698 1,553 145 91%
week of 29 Sep 2026 1,803 1,640 163 91%
week of 06 Oct 2026 2,020 1,861 159 92%
week of 13 Oct 2026 1,677 1,545 132 92%
week of 20 Oct 2026 518 473 45 91%

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
444 English reviews, time-proportional draw over 86 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 444
Aspect yield
169 of 444 analyzed reviews carry at least one aspect (38.1%); every share on this page divides by all 444
Interval regime
calm: standard margins of error for a share of a sample (Wilson interval), no widening needed
Fetch paths
86 time windows fetched directly (windowed)
Language mix
1,000 fetched: english 446 · brazilian 175 · spanish 102 · 20 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 after one corrective retry
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
0.801 [0.752–0.844] (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 — measured on the prior model (2026-08-05); re-measurement pending
· independent model vs. production labels
0.791 [0.772–0.810] (F1 of the production labeler against an independent judge model) — measured on the prior model (2026-07-25); re-measurement pending
Versions
deepseek-flash · prompt classify-v1 · ontology v2
Run
serve-20261022T135337Z-b4564e36 · code 798e06c

full methodology in the milestone write-ups