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GRIS

analyzed 2026-08-08 · sample of 366 English reviews across the whole review history

Players overwhelmingly describe GRIS as a visual and auditory experience first. The art style is praised in 37.7% of sampled reviews, with every single one positive, and comments like "unique hand-painted aesthetics" and "Every frame in this game is a wallpaper" recur. Music and graphics follow closely, with 34.7% and 26.8% of reviews mentioning them, almost entirely favorably. The atmosphere and relaxation aspects are also universally positive, with players calling it "perfect for just chilling and playing" and noting the "atmosphere are so relaxing." The most significant split concerns the game's length and pacing. While 23.8% of reviews mention gameplay positively, the game length aspect is the most negative on the sheet: 25 of 43 reviews criticize it, with one player writing "The game takes an avg of 4-5 hours to beat. It should be maybe 2 hours." Pacing draws similar criticism, with 9 of 14 mentions negative, including "repetitive and rather boring." Difficulty is more balanced, with some finding it "not too difficult yet still entertaining" while others note the puzzles can be tricky. A few players mention bugs, including getting "stuck on platforms" and a specific "roll-locked" issue.

numbers checked against this report's stored data · quotes copied verbatim from reviews · plain text is the language model's own wording

Aspects

share of sample, axis to 40% · ± is the sampling uncertainty around each share

  • positive
  • mixed / neutral
  • negative
  • art style

    137 positive · 0 negative · 0 mixed · 1 neutral

    • good puzzles and love the art.
      positive · Sep 30, 2021 · review 100234263
    • Do you have a soft spot for unique hand-painted aesthetics, artistically emotional themes and an indie soundtrack?
      positive · Sep 30, 2021 · review 100243848
    • The art is spectacular and the music is touching.
      positive · Dec 31, 2021 · review 106995826
  • music

    126 positive · 1 negative · 0 mixed · 0 neutral

    • really made me emotional with all the amazing art and music.
      positive · Sep 30, 2021 · review 100234263
    • Do you have a soft spot for unique hand-painted aesthetics, artistically emotional themes and an indie soundtrack?
      positive · Sep 30, 2021 · review 100243848
    • The visuals are stunningly, the music is mesmerizing, the animation is satisfying, and the sound effects are basically the largest collection of the world's most satisfying sounds meticulously weaved into every detail.
      positive · Nov 30, 2021 · review 104890728
  • graphics

    96 positive · 2 negative · 0 mixed · 0 neutral

    • The visuals are stunningly, the music is mesmerizing, the animation is satisfying, and the sound effects are basically the largest collection of the world's most satisfying sounds meticulously weaved into every detail.
      positive · Nov 30, 2021 · review 104890728
    • Stunning visuals and soundtrack.
      positive · Dec 31, 2021 · review 106995129
    • One of the most beautiful games i've ever played, be it in visuals, audio, level design or meaning.
      positive · Dec 31, 2021 · review 106997427
  • gameplay

    60 positive · 18 negative · 3 mixed · 6 neutral

    • Oh and also the story made me cry a few times and the fabulous thing is how seamlessly it all weaves into the gameplay.
      positive · Nov 30, 2021 · review 104890728
    • The abilities are pretty simple but you get to apply them in neat ways when trying to solve the puzzles.
      positive · Dec 31, 2021 · review 106995826
    • If you like small scale puzzle adventure games that tell a story through well crafted images and music instead of words, then you'll probably like this one.
      positive · Dec 31, 2021 · review 107006248
  • emotional impact

    71 positive · 3 negative · 0 mixed · 0 neutral

    • really made me emotional with all the amazing art and music.
      positive · Sep 30, 2021 · review 100234263
    • Do you have a soft spot for unique hand-painted aesthetics, artistically emotional themes and an indie soundtrack?
      positive · Sep 30, 2021 · review 100243848
    • An emotional game.
      positive · Dec 31, 2021 · review 106995129
  • story

    59 positive · 11 negative · 2 mixed · 2 neutral

    • But to summarize it, although it may kinda feel like an art expedition, it tells the story really well and keeps you hooked till the end.
      positive · Sep 30, 2021 · review 100234263
    • Game about 5 stage of depression.
      positive · Sep 30, 2021 · review 100265994
    • Oh and also the story made me cry a few times and the fabulous thing is how seamlessly it all weaves into the gameplay.
      positive · Nov 30, 2021 · review 104890728
  • game length

    7 positive · 25 negative · 0 mixed · 11 neutral

    • There's no challenge, it's pretty long, repetitive and rather boring.
      negative · Feb 28, 2023 · review 133816040
    • You can marvel at how pretty this looks, be sad because of how short it is and have a cheeky laugh with its *******INCREDIBLY SUBTLE METAPHORS*******.
      negative · Jul 31, 2024 · review 171172061
    • Short but brilliant, this game offers a surprisingly emotional journey through a beautifully crafted world, featuring stunning art and a sublime soundtrack.
      negative · Nov 30, 2024 · review 181146201
  • difficulty

    14 positive · 9 negative · 1 mixed · 10 neutral

    • Such a difficult, beautiful and deeply emotional game.
      positive · Jul 31, 2022 · review 119851218
    • It's a calming yet challenging game that combines skill and enjoyment with all of the puzzle solving and challenges you have to do to get to the next step.
      positive · Oct 31, 2022 · review 124728952
    • People who complain that there is no gameplay or it was too easy have no soul and I pity them
      positive · Dec 31, 2023 · review 154918060
  • relaxation

    33 positive · 0 negative · 1 mixed · 0 neutral

    • It is perfect for just chilling and playing
      positive · Dec 31, 2021 · review 107015839
    • Such a mesmerising soundtrack, relaxing and soothing.
      positive · Feb 28, 2022 · review 111258267
    • Nice little relaxing game.
      positive · Jun 30, 2022 · review 117959826
  • atmosphere

    20 positive · 0 negative · 1 mixed · 0 neutral

    • The visuals and audio tie in perfectly to create a truly unique sensory experience.
      positive · May 31, 2022 · review 116307226
    • A great game with an amazing soundtrack and wonderful atmosphere.
      positive · May 31, 2022 · review 116307915
    • Perfect atmosphere to relax
      positive · Jul 31, 2022 · review 119846555
see more
  • sound design

    17 positive · 1 negative · 1 mixed · 0 neutral

    • The visuals are stunningly, the music is mesmerizing, the animation is satisfying, and the sound effects are basically the largest collection of the world's most satisfying sounds meticulously weaved into every detail.
      positive · Nov 30, 2021 · review 104890728
    • One of the most beautiful games i've ever played, be it in visuals, audio, level design or meaning.
      positive · Dec 31, 2021 · review 106997427
    • The visuals and audio tie in perfectly to create a truly unique sensory experience.
      positive · May 31, 2022 · review 116307226
  • price value

    12 positive · 2 negative · 3 mixed · 1 neutral

    • this game is absolutely worth it.
      positive · Dec 31, 2021 · review 106995826
    • It isn't a long story, but it is a story that I think is worth experiencing, even at its base price tag.
      positive · Dec 31, 2021 · review 107006141
    • If you're lucky enough to catch this game on sale, don't hesitate to buy it.
      positive · May 31, 2022 · review 116307140
  • animation

    14 positive · 0 negative · 0 mixed · 0 neutral

    • The visuals are stunningly, the music is mesmerizing, the animation is satisfying, and the sound effects are basically the largest collection of the world's most satisfying sounds meticulously weaved into every detail.
      positive · Nov 30, 2021 · review 104890728
    • - Interesting visual art and animations, and plentiful storytelling sequences throughout the game.
      positive · Dec 31, 2024 · review 184361494
    • The art direction and music are beautiful and the animations are so fluid it's unreal.
      positive · Mar 31, 2025 · review 191683358
  • level design

    8 positive · 6 negative · 0 mixed · 0 neutral

    • One of the most beautiful games i've ever played, be it in visuals, audio, level design or meaning.
      positive · Dec 31, 2021 · review 106997427
    • Easy linear platform
      positive · Jun 30, 2022 · review 117950824
    • The level design works in a way that you know where to go next even without pointers.
      positive · Apr 30, 2024 · review 163947058
  • pacing

    3 positive · 9 negative · 1 mixed · 1 neutral

    • I do agree if you go through the game slow though around that 3 hour mark it does start to overstay its welcome a little bit.
      negative · Nov 30, 2022 · review 127650412
    • There's no challenge, it's pretty long, repetitive and rather boring.
      negative · Feb 28, 2023 · review 133816040
    • For example, the pacing is borked from the start.
      negative · Jul 31, 2023 · review 143169456
  • world

    11 positive · 0 negative · 0 mixed · 0 neutral

    • A magnificent game with an incredible universe.
      positive · Aug 31, 2022 · review 121522143
    • Absolutely breathtaking visual and fantastic world to explore.
      positive · Jul 31, 2023 · review 143170636
    • Short but brilliant, this game offers a surprisingly emotional journey through a beautifully crafted world, featuring stunning art and a sublime soundtrack.
      positive · Nov 30, 2024 · review 181146201
  • controls

    6 positive · 3 negative · 0 mixed · 0 neutral

    • It's easy to understand and the controls are simple.
      positive · Jul 31, 2022 · review 119847817
    • Everyone can play it, thanks to its simple controls, and that's who I recommend it to: [i]everyone.
      positive · May 31, 2019 · review 50982935
    • The animation is out of this world, the colours are beautiful, the overall aesthetic of the game is calming and the movement is fluid.
      positive · Jun 30, 2019 · review 52635323
  • replayability

    6 positive · 3 negative · 0 mixed · 0 neutral

    • it's a short game but probably takes a lot longer to get all the achievements.
      positive · Dec 31, 2021 · review 106995826
    • I will enjoy replaying it.
      positive · Jul 31, 2023 · review 143170636
    • As soon as I finished I instantly played it again because I understood the mechanics of the game better. Then I played it again and then again!! It's so beautiful and mesmerizing.
      positive · Dec 31, 2025 · review 214762193
  • progression

    5 positive · 1 negative · 0 mixed · 1 neutral

    • As you gather more abilities and return color to the world, the game becomes more and more intoxicating.
      positive · Oct 31, 2024 · review 178106660
    • - A clear sense of progression
      positive · Dec 31, 2024 · review 184361494
    • The artstyle itself is astonishing and truly makes this game an absolute joy to play, particularly with the progression arc implemented through the addition of colours to the world.
      positive · Dec 31, 2018 · review 47997347
  • exploration

    6 positive · 0 negative · 0 mixed · 0 neutral

    • If you just wander around you can figure out where you are supposed to go.
      positive · Nov 30, 2023 · review 152600575
    • There are secrets to find, and though I found some, I never obtained them all.
      positive · Oct 31, 2024 · review 178106660
    • The idea is to explore and we amazed with what's happening with the visuals and audio.
      positive · Jul 31, 2025 · review 201151663
  • learning curve

    3 positive · 2 negative · 0 mixed · 1 neutral

    • It's easy to understand and the controls are simple.
      positive · Jul 31, 2022 · review 119847817
    • I was especially impressed by how conveniently the game guides you through new levels and game mechanics.
      positive · May 31, 2020 · review 70120648
    • Wonderful gameplay, beautiful soundtrack, simple/minimal storyline, gorgeous art style, love the animation, easy to play, easy to understand, but still challenging enough that I got stuck a few times.
      positive · Dec 31, 2020 · review 83675291
  • bugs

    2 positive · 3 negative · 0 mixed · 0 neutral

    • There were some stage/level you get stuck on platforms and I read on the discussion people are having the same issue and the solution was to set your FPS to 60 😂 it worked for me haha
      negative · Mar 31, 2026 · review 222201129
    • slow paced puzzle platformer, about 2 of the jumps were questionable, quicker story than I expected, visually stunning, bug encountered: roll-locked by screaming bird, fixed by sitting framerate to 60fps, weight and sing mechanic were refreshing to see
      negative · Apr 30, 2026 · review 224460198
    • Unfortunately the game does seem to have some bugs, for I can't get past a certain part in the game (bird bug).
      negative · May 31, 2021 · review 92937211
  • characters

    4 positive · 1 negative · 0 mixed · 0 neutral

    • The watercolour backgrounds, the vivid lighting, the memorable protagonist, all this makes Gris what it is.
      positive · May 31, 2022 · review 116307140
    • On a more light-hearted note, the forest friend you meet in chapter 3 made me so happy, such a cute little guy, I was so sad when I had to say goodbye to it at the end of the chapter.
      positive · Jan 31, 2024 · review 157283545
    • The little tree helper dude is awesome as well.
      positive · Jun 30, 2019 · review 52624968

Emergent themes unvalidated

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

  • puzzles 16

Review timeline

monthly peak 3,299 reviews · all languages

review volume 1,000 2,000 3,000 0 positive review share 100% 50% 0% 2019 2020 2021 2022 2023 2024 2025 2026 Dec 2018 · 2,403 reviews (2,337 up · 66 down) · 97% positive Jan 2019 · 1,130 reviews (1,075 up · 55 down) · 95% positive Feb 2019 · 741 reviews (708 up · 33 down) · 96% positive Mar 2019 · 415 reviews (396 up · 19 down) · 95% positive Apr 2019 · 407 reviews (378 up · 29 down) · 93% positive May 2019 · 694 reviews (657 up · 37 down) · 95% positive Jun 2019 · 723 reviews (701 up · 22 down) · 97% positive Jul 2019 · 758 reviews (732 up · 26 down) · 97% positive Aug 2019 · 511 reviews (484 up · 27 down) · 95% positive Sep 2019 · 393 reviews (378 up · 15 down) · 96% positive Oct 2019 · 550 reviews (526 up · 24 down) · 96% positive Nov 2019 · 3,299 reviews (3,249 up · 50 down) · 98% positive Dec 2019 · 3,029 reviews (2,958 up · 71 down) · 98% positive Jan 2020 · 2,523 reviews (2,450 up · 73 down) · 97% positive Feb 2020 · 1,133 reviews (1,103 up · 30 down) · 97% positive Mar 2020 · 1,942 reviews (1,884 up · 58 down) · 97% positive Apr 2020 · 2,175 reviews (2,117 up · 58 down) · 97% positive May 2020 · 1,122 reviews (1,077 up · 45 down) · 96% positive Jun 2020 · 1,139 reviews (1,094 up · 45 down) · 96% positive Jul 2020 · 2,181 reviews (2,114 up · 67 down) · 97% positive Aug 2020 · 782 reviews (750 up · 32 down) · 96% positive Sep 2020 · 558 reviews (536 up · 22 down) · 96% positive Oct 2020 · 499 reviews (484 up · 15 down) · 97% positive Nov 2020 · 1,122 reviews (1,099 up · 23 down) · 98% positive Dec 2020 · 1,647 reviews (1,597 up · 50 down) · 97% positive Jan 2021 · 1,030 reviews (1,001 up · 29 down) · 97% positive Feb 2021 · 840 reviews (813 up · 27 down) · 97% positive Mar 2021 · 518 reviews (500 up · 18 down) · 97% positive Apr 2021 · 719 reviews (693 up · 26 down) · 96% positive May 2021 · 1,552 reviews (1,491 up · 61 down) · 96% positive Jun 2021 · 1,070 reviews (1,047 up · 23 down) · 98% positive Jul 2021 · 956 reviews (916 up · 40 down) · 96% positive Aug 2021 · 584 reviews (567 up · 17 down) · 97% positive Sep 2021 · 727 reviews (707 up · 20 down) · 97% positive Oct 2021 · 431 reviews (415 up · 16 down) · 96% positive Nov 2021 · 766 reviews (742 up · 24 down) · 97% positive Dec 2021 · 2,431 reviews (2,347 up · 84 down) · 97% positive Jan 2022 · 1,607 reviews (1,548 up · 59 down) · 96% positive Feb 2022 · 835 reviews (800 up · 35 down) · 96% positive Mar 2022 · 588 reviews (554 up · 34 down) · 94% positive Apr 2022 · 411 reviews (391 up · 20 down) · 95% positive May 2022 · 1,130 reviews (1,084 up · 46 down) · 96% positive Jun 2022 · 673 reviews (650 up · 23 down) · 97% positive Jul 2022 · 1,099 reviews (1,057 up · 42 down) · 96% positive Aug 2022 · 535 reviews (512 up · 23 down) · 96% positive Sep 2022 · 384 reviews (368 up · 16 down) · 96% positive Oct 2022 · 597 reviews (582 up · 15 down) · 97% positive Nov 2022 · 806 reviews (775 up · 31 down) · 96% positive Dec 2022 · 1,031 reviews (996 up · 35 down) · 97% positive Jan 2023 · 835 reviews (807 up · 28 down) · 97% positive Feb 2023 · 438 reviews (427 up · 11 down) · 97% positive Mar 2023 · 613 reviews (573 up · 40 down) · 93% positive Apr 2023 · 544 reviews (524 up · 20 down) · 96% positive May 2023 · 885 reviews (856 up · 29 down) · 97% positive Jun 2023 · 454 reviews (432 up · 22 down) · 95% positive Jul 2023 · 836 reviews (794 up · 42 down) · 95% positive Aug 2023 · 866 reviews (835 up · 31 down) · 96% positive Sep 2023 · 412 reviews (391 up · 21 down) · 95% positive Oct 2023 · 302 reviews (282 up · 20 down) · 93% positive Nov 2023 · 516 reviews (497 up · 19 down) · 96% positive Dec 2023 · 794 reviews (771 up · 23 down) · 97% positive Jan 2024 · 587 reviews (560 up · 27 down) · 95% positive Feb 2024 · 341 reviews (325 up · 16 down) · 95% positive Mar 2024 · 688 reviews (665 up · 23 down) · 97% positive Apr 2024 · 388 reviews (368 up · 20 down) · 95% positive May 2024 · 920 reviews (876 up · 44 down) · 95% positive Jun 2024 · 643 reviews (610 up · 33 down) · 95% positive Jul 2024 · 791 reviews (756 up · 35 down) · 96% positive Aug 2024 · 708 reviews (674 up · 34 down) · 95% positive Sep 2024 · 483 reviews (468 up · 15 down) · 97% positive Oct 2024 · 2,838 reviews (2,734 up · 104 down) · 96% positive Nov 2024 · 1,014 reviews (967 up · 47 down) · 95% positive Dec 2024 · 1,675 reviews (1,588 up · 87 down) · 95% positive Jan 2025 · 987 reviews (925 up · 62 down) · 94% positive Feb 2025 · 668 reviews (629 up · 39 down) · 94% positive Mar 2025 · 771 reviews (741 up · 30 down) · 96% positive Apr 2025 · 465 reviews (439 up · 26 down) · 94% positive May 2025 · 626 reviews (577 up · 49 down) · 92% positive Jun 2025 · 1,013 reviews (948 up · 65 down) · 94% positive Jul 2025 · 3,242 reviews (3,050 up · 192 down) · 94% positive Aug 2025 · 1,196 reviews (1,107 up · 89 down) · 93% positive Sep 2025 · 899 reviews (839 up · 60 down) · 93% positive Oct 2025 · 780 reviews (737 up · 43 down) · 94% positive Nov 2025 · 545 reviews (500 up · 45 down) · 92% positive Dec 2025 · 752 reviews (710 up · 42 down) · 94% positive Jan 2026 · 653 reviews (609 up · 44 down) · 93% positive Feb 2026 · 429 reviews (403 up · 26 down) · 94% positive Mar 2026 · 590 reviews (553 up · 37 down) · 94% positive Apr 2026 · 443 reviews (418 up · 25 down) · 94% positive May 2026 · 515 reviews (478 up · 37 down) · 93% positive Jun 2026 · 557 reviews (522 up · 35 down) · 94% positive Jul 2026 · 587 reviews (557 up · 30 down) · 95% positive Aug 2026 · 120 reviews (113 up · 7 down) · 94% 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 2018 2,403 2,337 66 97%
Jan 2019 1,130 1,075 55 95%
Feb 2019 741 708 33 96%
Mar 2019 415 396 19 95%
Apr 2019 407 378 29 93%
May 2019 694 657 37 95%
Jun 2019 723 701 22 97%
Jul 2019 758 732 26 97%
Aug 2019 511 484 27 95%
Sep 2019 393 378 15 96%
Oct 2019 550 526 24 96%
Nov 2019 3,299 3,249 50 98%
Dec 2019 3,029 2,958 71 98%
Jan 2020 2,523 2,450 73 97%
Feb 2020 1,133 1,103 30 97%
Mar 2020 1,942 1,884 58 97%
Apr 2020 2,175 2,117 58 97%
May 2020 1,122 1,077 45 96%
Jun 2020 1,139 1,094 45 96%
Jul 2020 2,181 2,114 67 97%
Aug 2020 782 750 32 96%
Sep 2020 558 536 22 96%
Oct 2020 499 484 15 97%
Nov 2020 1,122 1,099 23 98%
Dec 2020 1,647 1,597 50 97%
Jan 2021 1,030 1,001 29 97%
Feb 2021 840 813 27 97%
Mar 2021 518 500 18 97%
Apr 2021 719 693 26 96%
May 2021 1,552 1,491 61 96%
Jun 2021 1,070 1,047 23 98%
Jul 2021 956 916 40 96%
Aug 2021 584 567 17 97%
Sep 2021 727 707 20 97%
Oct 2021 431 415 16 96%
Nov 2021 766 742 24 97%
Dec 2021 2,431 2,347 84 97%
Jan 2022 1,607 1,548 59 96%
Feb 2022 835 800 35 96%
Mar 2022 588 554 34 94%
Apr 2022 411 391 20 95%
May 2022 1,130 1,084 46 96%
Jun 2022 673 650 23 97%
Jul 2022 1,099 1,057 42 96%
Aug 2022 535 512 23 96%
Sep 2022 384 368 16 96%
Oct 2022 597 582 15 97%
Nov 2022 806 775 31 96%
Dec 2022 1,031 996 35 97%
Jan 2023 835 807 28 97%
Feb 2023 438 427 11 97%
Mar 2023 613 573 40 93%
Apr 2023 544 524 20 96%
May 2023 885 856 29 97%
Jun 2023 454 432 22 95%
Jul 2023 836 794 42 95%
Aug 2023 866 835 31 96%
Sep 2023 412 391 21 95%
Oct 2023 302 282 20 93%
Nov 2023 516 497 19 96%
Dec 2023 794 771 23 97%
Jan 2024 587 560 27 95%
Feb 2024 341 325 16 95%
Mar 2024 688 665 23 97%
Apr 2024 388 368 20 95%
May 2024 920 876 44 95%
Jun 2024 643 610 33 95%
Jul 2024 791 756 35 96%
Aug 2024 708 674 34 95%
Sep 2024 483 468 15 97%
Oct 2024 2,838 2,734 104 96%
Nov 2024 1,014 967 47 95%
Dec 2024 1,675 1,588 87 95%
Jan 2025 987 925 62 94%
Feb 2025 668 629 39 94%
Mar 2025 771 741 30 96%
Apr 2025 465 439 26 94%
May 2025 626 577 49 92%
Jun 2025 1,013 948 65 94%
Jul 2025 3,242 3,050 192 94%
Aug 2025 1,196 1,107 89 93%
Sep 2025 899 839 60 93%
Oct 2025 780 737 43 94%
Nov 2025 545 500 45 92%
Dec 2025 752 710 42 94%
Jan 2026 653 609 44 93%
Feb 2026 429 403 26 94%
Mar 2026 590 553 37 94%
Apr 2026 443 418 25 94%
May 2026 515 478 37 93%
Jun 2026 557 522 35 94%
Jul 2026 587 557 30 95%
Aug 2026 120 113 7 94%

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
366 English reviews, time-proportional draw over 93 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 366
Aspect yield
275 of 366 analyzed reviews carry at least one aspect (75.1%); every share on this page divides by all 366
Interval regime
calm: standard margins of error for a share of a sample (Wilson interval), no widening needed
Fetch paths
93 time windows fetched directly (windowed)
Language mix
1,000 fetched: english 367 · schinese 151 · brazilian 143 · 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 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-20260808T151253Z-153c9b73 · code 0b7bd00

full methodology in the milestone write-ups