Return of the Obra Dinn

analyzed 2026-09-01 · sample of 592 English reviews across the whole review history

Players consistently praise the core detective loop, describing it as a "fun and unique detective/puzzle game" and noting that the "story and gameplay was enthralling". The story itself is a frequent highlight, with one player calling it "a murder mystery with a great story." The art style is often mentioned favorably, with one player noting the "coloration is only monochromatic, but I feel that this is a good thing." Music and atmosphere are near-universal positives, with players citing "the excellent music" and an experience that is "Really immersive and fun!" The most significant point of criticism is the pacing, which is overwhelmingly described in negative terms, including "all the waiting time after finding new bodies" and a game that "starts out pretty slow." The user interface is another sore spot, with players expressing a desire for "a fast travel system to individual memories" and wishing "the book could have been somehow easier or more interactive." Opinion splits on difficulty and replayability: some find the challenge compelling because "the clues to figure out who everyone is are there if you look hard enough," while others find it frustrating. Similarly, while some find the game "addicting its hard to put down," others note that "once you know the solution... there's not really a reason to replay it."

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

Aspects

share of sample, axis to 50% · ± is the sampling uncertainty around each share

  • positive
  • mixed / neutral
  • negative
  • gameplay

    216 positive · 11 negative · 18 mixed · 0 neutral

    • Pros: It's a fun and unique detective/puzzle game.
      positive · Oct 31, 2021 · review 101932373
    • A fun and unique style and experience of game.
      positive · Oct 31, 2021 · review 101962314
    • Super rewarding gameplay loop.
      positive · Nov 29, 2021 · review 104735899
  • story

    137 positive · 16 negative · 8 mixed · 0 neutral

    • A puzzle game with a great journey behind it.
      positive · Oct 31, 2021 · review 101978678
    • Atmosphere, storytelling, mystery - all top notch.
      positive · Oct 31, 2021 · review 101990321
    • The story and gameplay was enthralling and I wish there was more.
      positive · Nov 30, 2021 · review 104774140
  • art style

    78 positive · 7 negative · 5 mixed · 1 neutral

    • I had initially been worried the art style would hurt my eyes, but it was never an issue.
      positive · Oct 31, 2021 · review 101957175
    • The coloration is only monochromatic, but I feel that this is a good thing as it not only fits the time period of the games story, but also by coincidence allows the game to be an IDEAL choice for puzzle lovers who suffer from colorblindness.
      positive · Oct 31, 2021 · review 101978678
    • 1 bit was a bold choice, but one which fits the game perfectly.
      positive · Nov 29, 2021 · review 104735899
  • difficulty

    30 positive · 21 negative · 11 mixed · 5 neutral

    • Some of the identities of crew members are fairly obvious, some are fairly hard, but the clues to figure out who everyone is are there if you look hard enough.
      positive · Sep 30, 2021 · review 100252168
    • It is difficult to deduct the fate of all crew member and the game doesn't hold your hand at all through it, but that's what's so intriguing.
      positive · Mar 31, 2022 · review 113114606
    • This game is an indie masterpiece that challenged me enough that I brought out a notepad to start taking notes and it somehow ADDED TO THE FUN!
      positive · Apr 30, 2022 · review 114744163
  • music

    62 positive · 2 negative · 0 mixed · 0 neutral

    • The music, while short lived, is also very appropriately used.
      positive · Oct 31, 2021 · review 101978678
    • Oh and by the way this madman composed the excellent music himself too.
      positive · Nov 29, 2021 · review 104735899
    • Beautiful music, a compelling mystery, just an overall wonderful experience all around.
      positive · Feb 28, 2022 · review 111256905
  • graphics

    36 positive · 15 negative · 7 mixed · 0 neutral

    • I quite enjoyed the overall theme of the game and the graphics were very well detailed.
      positive · Oct 31, 2021 · review 101978678
    • The visuals are in credible match that increases the game ambiance, reminiscent of an old graphical text adventure or an early point and click game like Myst (but obviously with amazing performance).
      positive · Feb 28, 2022 · review 111268162
    • Really great visuals, sound design, story, and mechanics.
      positive · Mar 31, 2022 · review 113104634
  • atmosphere

    46 positive · 1 negative · 0 mixed · 0 neutral

    • Atmosphere, storytelling, mystery - all top notch.
      positive · Oct 31, 2021 · review 101990321
    • Really immersive and fun!
      positive · Jan 30, 2022 · review 109141974
    • The visuals are in credible match that increases the game ambiance, reminiscent of an old graphical text adventure or an early point and click game like Myst (but obviously with amazing performance).
      positive · Feb 28, 2022 · review 111268162
  • game length

    11 positive · 11 negative · 0 mixed · 11 neutral

    • there's not really a reason to replay it, which is a shame because the game also feels a bit on the short side.
      negative · Oct 31, 2021 · review 101978678
    • If you're getting more then 10 hours of playtime out of this game, I'll be very impressed.
      negative · Mar 30, 2023 · review 135750351
    • wonderful game, if maybe a little short.
      negative · Nov 30, 2025 · review 212188840
  • replayability

    12 positive · 16 negative · 1 mixed · 0 neutral

    • Cons: Limited replay value.
      negative · Oct 31, 2021 · review 101932373
    • One year ago on Christmas I thought about replaying it, but I realized I remembered too much of it to do so.
      negative · Oct 31, 2021 · review 101944107
    • Lastly, it's a puzzle game - as obvious and as dumb as that may sound, once you know the solution... there's not really a reason to replay it, which is a shame because the game also feels a bit on the short side.
      negative · Oct 31, 2021 · review 101978678
  • sound design

    26 positive · 2 negative · 0 mixed · 0 neutral

    • Also I must mention how fun the pocket watch is to open and close, A+ sound effects there.
      positive · Feb 28, 2022 · review 111256905
    • Really great visuals, sound design, story, and mechanics.
      positive · Mar 31, 2022 · review 113104634
    • The music was pretty fun, and sound design overall was good.
      positive · Jul 30, 2022 · review 119790425
see more
  • pacing

    3 positive · 23 negative · 0 mixed · 0 neutral

    • One annoying thing about the game was all the waiting time after finding new bodies.
      negative · Jan 30, 2022 · review 109119536
    • Game starts out pretty slow but really gets enjoyable once you get in to the swing of things.
      negative · Mar 30, 2023 · review 135710145
    • I really don't understand how this game is "overwhelmingly positive" when it's basically just 80% waiting around.
      negative · Jul 30, 2023 · review 143105626
  • voice acting

    23 positive · 2 negative · 0 mixed · 0 neutral

    • The art style and wonderful voice acting had me at te edge of my seat as I took a peek at the different snapshots from the past.
      positive · Sep 30, 2022 · review 123084637
    • Art style is pretty good and the voice acting and music are pretty on point (although a bit too loud even on the lower settings).
      positive · Mar 30, 2023 · review 135710145
    • The plot, sound, music, voice acting, and visual style are immersive and engrossing.
      positive · Mar 31, 2023 · review 135838415
  • price value

    14 positive · 5 negative · 2 mixed · 2 neutral

    • Overall though, this is worth the price of admission.
      positive · Oct 31, 2021 · review 101978678
    • Easily worth the price and 5-10 hours of your life.
      positive · Mar 31, 2022 · review 113114606
    • Really if it's seems remotely interesting to you it's worth the price of admission and your time.
      positive · May 31, 2022 · review 116306883
  • emotional impact

    22 positive · 0 negative · 0 mixed · 0 neutral

    • I played it through and I fell in love. I was almost sad when I was done.
      positive · Oct 31, 2021 · review 101944107
    • The only game I've ever played that makes me feel like a detective.
      positive · Apr 29, 2022 · review 114656520
    • I played this game 2 years ago and i still think about it often.
      positive · Nov 30, 2022 · review 127606762
  • characters

    13 positive · 6 negative · 0 mixed · 0 neutral

    • Through meticulous research and attention to historical accuracy, developer Lucas Pope has crafted a diverse cast of characters hailing from all corners of the globe.
      positive · Feb 29, 2024 · review 159535914
    • If Marcus Gibbs has a million fans, then I am one of them.
      positive · Mar 31, 2024 · review 161899511
    • 简单的故事,也可以塑造出丰富的角色,设计成纯粹的推理。只需要打乱叙事,把线索缩减到近乎极致,加上颇具特色的画面,以及充满感染力的配乐。怪诞、狡诈、背叛、暴怒、神秘、意外、勇敢、责任、团结、悲壮、唏嘘、残酷、善良、牺牲等等元素都可以随意融合进去
      positive · Nov 30, 2025 · review 211937886
  • learning curve

    5 positive · 9 negative · 1 mixed · 1 neutral

    • It feels extremely overwhelming at first -- you must identify 60 people, how they died, and who is responsible for their deaths -- but after figuring out how things work you make slow but steady progress.
      negative · Mar 31, 2023 · review 135838415
    • This game took a bit to figure out, and the art style was a turn off at first, especially for a game about actual visual investigation, but I came to appreciate why the designer decided to go with this style.
      negative · Nov 30, 2024 · review 181066972
    • at first it was a little frustrating not having names for people - being able to identify a whole chain of people killing each other but not mark any of it down because I didn't have the names of anyone was quite annoying!
      negative · Feb 28, 2025 · review 188943941
  • ui

    0 positive · 15 negative · 0 mixed · 0 neutral

    • I have a handful of things I could nitpick (I'd have liked a fast travel system to individual memories, a note system might have helped, and I think the initial presentation of "what you're supposed to do" could have been better) but …
      negative · Nov 29, 2021 · review 104735899
    • I don't have many complaints, but the book could have been somehow easier or more interactive.
      negative · Jul 30, 2022 · review 119790425
    • - the way you shuffle memories is cumbersome.
      negative · Jan 30, 2024 · review 157218389
  • addictiveness

    11 positive · 0 negative · 0 mixed · 0 neutral

    • I wish I had started playing this game earlier in the day because once I started I couldn't put it down until I had finished it, and it would be better for me today if I had not been up until 6:45am last night totally absorbed in the Obra Dinn mystery.
      positive · Oct 31, 2021 · review 101988468
    • This game is so addicting its hard to put down. I originally thought i would hate the visuals but now i like them.
      positive · Dec 31, 2021 · review 107002897
    • Just an very solid game that you'll lose track of time playing.
      positive · May 31, 2022 · review 116276777
  • level design

    4 positive · 6 negative · 0 mixed · 0 neutral

    • The one gripe I have with the game is that once you’ve seen every fate, you most likely will have to do a lot of back and forth around the ship.
      negative · Jun 30, 2022 · review 117946737
    • Having to physically move to a corpse every time you want to examine a scene can be tedious, especially when trying to cross-check details late in the game.
      negative · Mar 31, 2025 · review 191659925
    • Some memories were also difficult to find, leading to some frustration if you step away for a few days and come back and are at a loss of where to go or what to do.
      negative · Nov 30, 2018 · review 47201326
  • realism

    5 positive · 1 negative · 1 mixed · 1 neutral

    • First you have the incredible attention to historical detail, which makes the game feel immersive despite the minimalistic presentation.
      positive · Jan 30, 2022 · review 109119536
    • Best insurance assessment simulator I've ever played.
      positive · Mar 30, 2023 · review 135770307
    • The boat is accurate to the era along with the mixed bag of diversity on the ship, it was the heights of the British Empire after all.
      positive · May 31, 2023 · review 139326113
  • controls

    2 positive · 5 negative · 0 mixed · 0 neutral

    • First, the controls can't be rebound.
      negative · Mar 31, 2023 · review 135838415
    • The controls in this game can be finicky at times; I found that the camera would need to be aligned “just right” to interact with certain bodies.
      negative · Jun 30, 2024 · review 168581963
    • [*][b]Movement Speed:[/b] The inability to run or move faster makes navigation feel unnecessarily slow.
      negative · Mar 31, 2025 · review 191659925
  • quest design

    1 positive · 5 negative · 0 mixed · 0 neutral

    • The real issues lies in that some of the finer points of the deductions are really unclear and lead to some guessing (was this person spiked, eaten, or clawed?
      negative · Mar 30, 2023 · review 135710145
    • The game is a true detective game, one of the best I'd say, because hand helding it's at it's minimum, however, after 6 hours, did not know what to do, or what did I had to do in order to advance.
      negative · Feb 29, 2024 · review 159554352
    • This is supposed to be a puzzle game, but there is only one puzzle and no variation.
      negative · Oct 30, 2024 · review 178062194
  • content amount

    2 positive · 3 negative · 0 mixed · 0 neutral

    • The story and gameplay was enthralling and I wish there was more.
      negative · Nov 30, 2021 · review 104774140
    • - Pity there is no full event film at the end when you solve the whole book.
      negative · Dec 31, 2023 · review 154908179
    • But 42 of them...it becomes tedious.
      negative · Feb 29, 2024 · review 159554352
  • writing

    5 positive · 0 negative · 0 mixed · 0 neutral

    • ) was when I noticed that the voices and writing for the Chinese and Formosan dialogue was distinct from one another, and accurate both historically and regionally.
      positive · Nov 29, 2021 · review 104735899
    • The game's art style is very unique, the writing and sound design are superb, and the main mechanic is interesting and well-executed.
      positive · Feb 28, 2023 · review 133821528
    • Wonderful setting, phenomenal story, great writing, and an incredibly solid and unique aesthetic.
      positive · Feb 28, 2023 · review 133827365

Emergent themes unvalidated

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

  • puzzles 5

Review timeline

monthly peak 927 reviews · all languages

review volume 500 0 positive review share 100% 50% 0% 2019 2020 2021 2022 2023 2024 2025 2026 Oct 2018 · 700 reviews (686 up · 14 down) · 98% positive Nov 2018 · 903 reviews (893 up · 10 down) · 99% positive Dec 2018 · 470 reviews (452 up · 18 down) · 96% positive Jan 2019 · 450 reviews (431 up · 19 down) · 96% positive Feb 2019 · 244 reviews (237 up · 7 down) · 97% positive Mar 2019 · 170 reviews (162 up · 8 down) · 95% positive Apr 2019 · 705 reviews (665 up · 40 down) · 94% positive May 2019 · 235 reviews (230 up · 5 down) · 98% positive Jun 2019 · 337 reviews (330 up · 7 down) · 98% positive Jul 2019 · 442 reviews (431 up · 11 down) · 98% positive Aug 2019 · 108 reviews (102 up · 6 down) · 94% positive Sep 2019 · 104 reviews (101 up · 3 down) · 97% positive Oct 2019 · 107 reviews (103 up · 4 down) · 96% positive Nov 2019 · 201 reviews (198 up · 3 down) · 99% positive Dec 2019 · 447 reviews (436 up · 11 down) · 98% positive Jan 2020 · 424 reviews (403 up · 21 down) · 95% positive Feb 2020 · 435 reviews (418 up · 17 down) · 96% positive Mar 2020 · 256 reviews (247 up · 9 down) · 96% positive Apr 2020 · 257 reviews (254 up · 3 down) · 99% positive May 2020 · 524 reviews (501 up · 23 down) · 96% positive Jun 2020 · 330 reviews (315 up · 15 down) · 95% positive Jul 2020 · 624 reviews (611 up · 13 down) · 98% positive Aug 2020 · 346 reviews (333 up · 13 down) · 96% positive Sep 2020 · 256 reviews (250 up · 6 down) · 98% positive Oct 2020 · 660 reviews (624 up · 36 down) · 95% positive Nov 2020 · 381 reviews (375 up · 6 down) · 98% positive Dec 2020 · 379 reviews (360 up · 19 down) · 95% positive Jan 2021 · 438 reviews (430 up · 8 down) · 98% positive Feb 2021 · 347 reviews (337 up · 10 down) · 97% positive Mar 2021 · 266 reviews (259 up · 7 down) · 97% positive Apr 2021 · 226 reviews (219 up · 7 down) · 97% positive May 2021 · 197 reviews (194 up · 3 down) · 98% positive Jun 2021 · 246 reviews (237 up · 9 down) · 96% positive Jul 2021 · 337 reviews (327 up · 10 down) · 97% positive Aug 2021 · 224 reviews (216 up · 8 down) · 96% positive Sep 2021 · 169 reviews (162 up · 7 down) · 96% positive Oct 2021 · 449 reviews (432 up · 17 down) · 96% positive Nov 2021 · 234 reviews (221 up · 13 down) · 94% positive Dec 2021 · 249 reviews (239 up · 10 down) · 96% positive Jan 2022 · 351 reviews (336 up · 15 down) · 96% positive Feb 2022 · 186 reviews (181 up · 5 down) · 97% positive Mar 2022 · 153 reviews (149 up · 4 down) · 97% positive Apr 2022 · 260 reviews (250 up · 10 down) · 96% positive May 2022 · 347 reviews (339 up · 8 down) · 98% positive Jun 2022 · 271 reviews (262 up · 9 down) · 97% positive Jul 2022 · 376 reviews (358 up · 18 down) · 95% positive Aug 2022 · 194 reviews (188 up · 6 down) · 97% positive Sep 2022 · 171 reviews (165 up · 6 down) · 96% positive Oct 2022 · 244 reviews (237 up · 7 down) · 97% positive Nov 2022 · 406 reviews (393 up · 13 down) · 97% positive Dec 2022 · 319 reviews (313 up · 6 down) · 98% positive Jan 2023 · 299 reviews (291 up · 8 down) · 97% positive Feb 2023 · 686 reviews (657 up · 29 down) · 96% positive Mar 2023 · 667 reviews (648 up · 19 down) · 97% positive Apr 2023 · 277 reviews (267 up · 10 down) · 96% positive May 2023 · 217 reviews (204 up · 13 down) · 94% positive Jun 2023 · 184 reviews (180 up · 4 down) · 98% positive Jul 2023 · 538 reviews (512 up · 26 down) · 95% positive Aug 2023 · 408 reviews (394 up · 14 down) · 97% positive Sep 2023 · 234 reviews (225 up · 9 down) · 96% positive Oct 2023 · 602 reviews (579 up · 23 down) · 96% positive Nov 2023 · 339 reviews (329 up · 10 down) · 97% positive Dec 2023 · 363 reviews (350 up · 13 down) · 96% positive Jan 2024 · 431 reviews (415 up · 16 down) · 96% positive Feb 2024 · 254 reviews (242 up · 12 down) · 95% positive Mar 2024 · 231 reviews (224 up · 7 down) · 97% positive Apr 2024 · 199 reviews (192 up · 7 down) · 96% positive May 2024 · 354 reviews (340 up · 14 down) · 96% positive Jun 2024 · 419 reviews (407 up · 12 down) · 97% positive Jul 2024 · 262 reviews (254 up · 8 down) · 97% positive Aug 2024 · 240 reviews (229 up · 11 down) · 95% positive Sep 2024 · 206 reviews (203 up · 3 down) · 99% positive Oct 2024 · 374 reviews (357 up · 17 down) · 95% positive Nov 2024 · 296 reviews (289 up · 7 down) · 98% positive Dec 2024 · 429 reviews (414 up · 15 down) · 97% positive Jan 2025 · 423 reviews (413 up · 10 down) · 98% positive Feb 2025 · 295 reviews (282 up · 13 down) · 96% positive Mar 2025 · 235 reviews (228 up · 7 down) · 97% positive Apr 2025 · 190 reviews (185 up · 5 down) · 97% positive May 2025 · 242 reviews (234 up · 8 down) · 97% positive Jun 2025 · 414 reviews (404 up · 10 down) · 98% positive Jul 2025 · 222 reviews (215 up · 7 down) · 97% positive Aug 2025 · 228 reviews (220 up · 8 down) · 96% positive Sep 2025 · 214 reviews (205 up · 9 down) · 96% positive Oct 2025 · 853 reviews (810 up · 43 down) · 95% positive Nov 2025 · 476 reviews (462 up · 14 down) · 97% positive Dec 2025 · 335 reviews (321 up · 14 down) · 96% positive Jan 2026 · 927 reviews (881 up · 46 down) · 95% positive Feb 2026 · 375 reviews (356 up · 19 down) · 95% positive Mar 2026 · 264 reviews (251 up · 13 down) · 95% positive Apr 2026 · 210 reviews (197 up · 13 down) · 94% positive May 2026 · 341 reviews (326 up · 15 down) · 96% positive Jun 2026 · 497 reviews (472 up · 25 down) · 95% positive Jul 2026 · 305 reviews (300 up · 5 down) · 98% positive Aug 2026 · 282 reviews (268 up · 14 down) · 95% positive Sep 2026 · 2 reviews (2 up · 0 down) · 100% positive · small sample

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
Oct 2018 700 686 14 98%
Nov 2018 903 893 10 99%
Dec 2018 470 452 18 96%
Jan 2019 450 431 19 96%
Feb 2019 244 237 7 97%
Mar 2019 170 162 8 95%
Apr 2019 705 665 40 94%
May 2019 235 230 5 98%
Jun 2019 337 330 7 98%
Jul 2019 442 431 11 98%
Aug 2019 108 102 6 94%
Sep 2019 104 101 3 97%
Oct 2019 107 103 4 96%
Nov 2019 201 198 3 99%
Dec 2019 447 436 11 98%
Jan 2020 424 403 21 95%
Feb 2020 435 418 17 96%
Mar 2020 256 247 9 96%
Apr 2020 257 254 3 99%
May 2020 524 501 23 96%
Jun 2020 330 315 15 95%
Jul 2020 624 611 13 98%
Aug 2020 346 333 13 96%
Sep 2020 256 250 6 98%
Oct 2020 660 624 36 95%
Nov 2020 381 375 6 98%
Dec 2020 379 360 19 95%
Jan 2021 438 430 8 98%
Feb 2021 347 337 10 97%
Mar 2021 266 259 7 97%
Apr 2021 226 219 7 97%
May 2021 197 194 3 98%
Jun 2021 246 237 9 96%
Jul 2021 337 327 10 97%
Aug 2021 224 216 8 96%
Sep 2021 169 162 7 96%
Oct 2021 449 432 17 96%
Nov 2021 234 221 13 94%
Dec 2021 249 239 10 96%
Jan 2022 351 336 15 96%
Feb 2022 186 181 5 97%
Mar 2022 153 149 4 97%
Apr 2022 260 250 10 96%
May 2022 347 339 8 98%
Jun 2022 271 262 9 97%
Jul 2022 376 358 18 95%
Aug 2022 194 188 6 97%
Sep 2022 171 165 6 96%
Oct 2022 244 237 7 97%
Nov 2022 406 393 13 97%
Dec 2022 319 313 6 98%
Jan 2023 299 291 8 97%
Feb 2023 686 657 29 96%
Mar 2023 667 648 19 97%
Apr 2023 277 267 10 96%
May 2023 217 204 13 94%
Jun 2023 184 180 4 98%
Jul 2023 538 512 26 95%
Aug 2023 408 394 14 97%
Sep 2023 234 225 9 96%
Oct 2023 602 579 23 96%
Nov 2023 339 329 10 97%
Dec 2023 363 350 13 96%
Jan 2024 431 415 16 96%
Feb 2024 254 242 12 95%
Mar 2024 231 224 7 97%
Apr 2024 199 192 7 96%
May 2024 354 340 14 96%
Jun 2024 419 407 12 97%
Jul 2024 262 254 8 97%
Aug 2024 240 229 11 95%
Sep 2024 206 203 3 99%
Oct 2024 374 357 17 95%
Nov 2024 296 289 7 98%
Dec 2024 429 414 15 97%
Jan 2025 423 413 10 98%
Feb 2025 295 282 13 96%
Mar 2025 235 228 7 97%
Apr 2025 190 185 5 97%
May 2025 242 234 8 97%
Jun 2025 414 404 10 98%
Jul 2025 222 215 7 97%
Aug 2025 228 220 8 96%
Sep 2025 214 205 9 96%
Oct 2025 853 810 43 95%
Nov 2025 476 462 14 97%
Dec 2025 335 321 14 96%
Jan 2026 927 881 46 95%
Feb 2026 375 356 19 95%
Mar 2026 264 251 13 95%
Apr 2026 210 197 13 94%
May 2026 341 326 15 96%
Jun 2026 497 472 25 95%
Jul 2026 305 300 5 98%
Aug 2026 282 268 14 95%
Sep 2026 2 2 0 100% small sample

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
592 English reviews, time-proportional draw over 95 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 592
Aspect yield
385 of 592 analyzed reviews carry at least one aspect (65.0%); every share on this page divides by all 592
Interval regime
calm: standard margins of error for a share of a sample (Wilson interval), no widening needed
Fetch paths
95 time windows fetched directly (windowed)
Language mix
1,000 fetched: english 593 · schinese 138 · koreana 54 · 17 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-20260901T064536Z-3dba3608 · code 7d015ac

full methodology in the milestone write-ups