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Model Pareto

Compare models

Side by side: quality per category, price, speed, and every benchmark cell with where it came from. Pick up to four.
Kimi K2.7 CodeQwen3.7 PlusSolar Pro 4
Focus

Coding: quality vs price

Compared models are ringed; the other 100 ranked here are greyed.

Lower price is better. Pareto frontier: Granite 4.2 3B, NVIDIA Nemotron 3 Nano 30B A3B, gpt-oss-20b, Ling-3.0-flash-VL, MiMo-V2.6-Flash, GLM-5.3 Flash, DeepSeek V4.1 Flash, MiMo-V2.6-Pro, Claude Sonnet 5.5, Claude Opus 5.5. 26 models are not plotted: Xing4.0-29B-A4B, Nex-N2.5-Pro, Atria Dawn Preview, Intern-S2-397B, Solar Open2 250B, Phi-4-reasoning-plus, Motif 3, Nex-N2-Pro, Nex-N2.5-Mini, A.X-K2, K2 Horizon 375B A23B, K-EXAONE 2.0 0803, K2 Horizon MoVA 36B A4B, Intern-S2-Preview (35B-A3B), Command A+, North Mini Code, G9v3-39A5B, Falcon-H1-34B-Instruct, Devstral 2, K2 Horizon 7B, Devstral Small 2, MiniCPM5-2B, Ling 3.0 Tiny, K2 Horizon 3.7B, K2 Horizon 0.9B, LFM2.5-2.6B.

26 models with no price data — shown in the strip at the left edge

Xing4.0-29B-A4B, Nex-N2.5-Pro, Atria Dawn Preview, Intern-S2-397B, Solar Open2 250B, Phi-4-reasoning-plus, Motif 3, Nex-N2-Pro, Nex-N2.5-Mini, A.X-K2, K2 Horizon 375B A23B, K-EXAONE 2.0 0803, K2 Horizon MoVA 36B A4B, Intern-S2-Preview (35B-A3B), Command A+, North Mini Code, G9v3-39A5B, Falcon-H1-34B-Instruct, Devstral 2, K2 Horizon 7B, Devstral Small 2, MiniCPM5-2B, Ling 3.0 Tiny, K2 Horizon 3.7B, K2 Horizon 0.9B, LFM2.5-2.6B

  • Best-value frontier (nothing is both cheaper and better)
  • Evidencestrong → weak
  • Estimated from other categories
  • Kimi K2.7 Code
    Quality
    40.2
    Rank
    #43/103
    Price
    $1.71/M tok
    Speed
    66tok/s
    In$0.95Out$4.00/M tok

    vs Qwen3.7 Plus: +0.7 quality · 2.4× price

  • Qwen3.7 Plus
    Quality
    39.5
    Rank
    #45/103
    Price
    $0.70/M tok
    Speed
    65tok/s
    In$0.40Out$1.60/M tok

    vs Kimi K2.7 Code: −0.7 quality · 0.41× price

  • Solar Pro 4
    Quality
    37.5
    Rank
    #49/103
    Price
    $0.52/M tok
    Speed
    93tok/s
    In$0.30▾Out$1.20▾/M tok

    vs Kimi K2.7 Code: −2.7 quality · 0.31× price

Overview

Metric
Kimi K2.7 Code
Qwen3.7 Plus
Solar Pro 4
Lab
Moonshot AI (Kimi)
Alibaba Qwen
Upstage
Released
Jun 12, 2026
Jun 1, 2026
Aug 6, 2026
Weights
Open
Proprietary
Proprietary
Input price
$/M tok
$0.95
$0.40
$0.30Best
Output price
$/M tok
$4.00
$1.60
$1.20Best
Blended price
$/M tok · 3:1 in:out
$1.712
$0.70
$0.525Best
Output speed
tok/s
66
65
93Best
Context
tokens
256K
1MBest
512K

Quality by category

0–100 within each category (100 = best tracked model). Rank is among all models ranked there. Click a row to focus it.

Metric
Kimi K2.7 Code
Qwen3.7 Plus
Solar Pro 4
Coding
40.2±8.0Best
#43/103Verified
39.6±8.0
#45/103Verified
37.5±8.0
#49/103Verified
Writing & chat
56.4±9.5
#51/146Verified
72.9±4.2Best
#21/146Verified
Not ranked
Vision
Not ranked
62.9±6.3
#27/82Verified
Not ranked
Hard reasoning
65.4±3.7
#37/182Verified
65.6±3.7Best
#36/182Verified
64.7±5.8
#38/182Verified
Agents
45.3±4.2
#47/173Verified
42.3±4.2
#53/173Verified
47.9±10.0Best
#36/173Verified

Coding benchmarks

Rank among models with a published score, and the leaderboard around each model. ~ italic = no published score, estimated from related benchmarks.

Metric
Kimi K2.7 Code
Qwen3.7 Plus
Solar Pro 4
SWE-bench Verified
day 0
~#8/14~76.8%Estimated
  1. #1Claude Opus 596.0%
  2. #6Mistral Medium 3.577.6%
  3. ~#8Kimi K2.7 CodeEstimated76.8%
  4. #8Muse Glimmer76.0%
estimated from related benchmarks
~#8/14~76.4%Estimated
  1. #1Claude Opus 596.0%
  2. #6Mistral Medium 3.577.6%
  3. ~#8Qwen3.7 PlusEstimated76.4%
  4. #8Muse Glimmer76.0%
estimated from related benchmarks
~#9/14~75.4%Estimated
  1. #1Claude Opus 596.0%
  2. #8Muse Glimmer76.0%
  3. ~#9Solar Pro 4Estimated75.4%
  4. #9Xing4.0-29B-A4B75.0%
estimated from related benchmarks
SWE-bench Pro (Public)
day 0
~#14/19~56.0%Estimated
  1. #1Claude Opus 5.589.9%
  2. #13Hy357.9%
  3. ~#14Kimi K2.7 CodeEstimated56.0%
  4. #14Inkling54.3%
estimated from related benchmarks
~#14/19~55.7%Estimated
  1. #1Claude Opus 5.589.9%
  2. #13Hy357.9%
  3. ~#14Qwen3.7 PlusEstimated55.7%
  4. #14Inkling54.3%
estimated from related benchmarks
~#14/19~54.6%Estimated
  1. #1Claude Opus 5.589.9%
  2. #13Hy357.9%
  3. ~#14Solar Pro 4Estimated54.6%
  4. #14Inkling54.3%
estimated from related benchmarks
DeepSWE v1.1
day 0
~#27/31~53.9%Estimated
  1. #1DeepSeek V4.1 Flash74.2%
  2. #26Nex-N2.5-Pro55.8%
  3. ~#27Kimi K2.7 CodeEstimated53.9%
  4. #27Qwen3.8 Max (0902)51.0%
estimated from related benchmarks
~#27/31~53.0%Estimated
  1. #1DeepSeek V4.1 Flash74.2%
  2. #26Nex-N2.5-Pro55.8%
  3. ~#27Qwen3.7 PlusEstimated53.0%
  4. #27Qwen3.8 Max (0902)51.0%
estimated from related benchmarks
~#27/31~51.5%Estimated
  1. #1DeepSeek V4.1 Flash74.2%
  2. #26Nex-N2.5-Pro55.8%
  3. ~#27Solar Pro 4Estimated51.5%
  4. #27Qwen3.8 Max (0902)51.0%
estimated from related benchmarks
Terminal-Bench 4.0
day 0
#32/831.0%BestVerified
  1. #1Claude Sonnet 5.563.6%
  2. #32K2 Horizon 7B1.0%
  3. #32Kimi K2.7 Code1.0%
  4. #32Quasar 438B1.0%
artificialanalysis.ai · 2026-09-24
#32/831.0%BestVerified
  1. #1Claude Sonnet 5.563.6%
  2. #32Quasar 438B1.0%
  3. #32Qwen3.7 Plus1.0%
  4. #39Command A+0.5%
artificialanalysis.ai · 2026-09-24
#39/830.5%Verified
  1. #1Claude Sonnet 5.563.6%
  2. #39Ring-2.6-1T0.5%
  3. #39Solar Pro 40.5%
  4. #39Trinity Large Thinking0.5%
artificialanalysis.ai · 2026-09-24
LiveCodeBench
third-party
~#8/20~77.6%Estimated
  1. #1Qwen3.8-Omni-Flash92.6%
  2. #7gpt-oss-20b77.7%
  3. ~#8Kimi K2.7 CodeEstimated77.6%
  4. #8Mistral Small 464.0%
estimated from related benchmarks
~#8/20~77.6%Estimated
  1. #1Qwen3.8-Omni-Flash92.6%
  2. #7gpt-oss-20b77.7%
  3. ~#8Qwen3.7 PlusEstimated77.6%
  4. #8Mistral Small 464.0%
estimated from related benchmarks
~#8/20~75.1%Estimated
  1. #1Qwen3.8-Omni-Flash92.6%
  2. #7gpt-oss-20b77.7%
  3. ~#8Solar Pro 4Estimated75.1%
  4. #8Mistral Small 464.0%
estimated from related benchmarks
SciCode
third-party
#33/9547.8%BestVerified
  1. #1Claude Opus 5.566.9%
  2. #32Solar Open2 250B48.0%
  3. #33Kimi K2.7 Code47.8%
  4. #34Intern-S2-397B47.6%
artificialanalysis.ai · 2026-09-24
#39/9546.1%Verified
  1. #1Claude Opus 5.566.9%
  2. #38Qwen3.8 27B46.6%
  3. #39Qwen3.7 Plus46.1%
  4. #40Apodex 1.145.5%
artificialanalysis.ai · 2026-09-24
#45/9544.6%Verified
  1. #1Claude Opus 5.566.9%
  2. #44Qwen3.5 397B A17B44.8%
  3. #45Solar Pro 444.6%
  4. #46Ling-3.0-flash-VL44.2%
artificialanalysis.ai · 2026-09-24
AA Coding Agent Index
third-party
~last/15below measured range (<41.1)Estimated
  1. #1Claude Opus 5.566.0
  2. #14GPT-6 Luna41.1
  3. ~#15Kimi K2.7 CodeEstimated<41.1
estimated from related benchmarks
~last/15below measured range (<41.1)Estimated
  1. #1Claude Opus 5.566.0
  2. #14GPT-6 Luna41.1
  3. ~#15Qwen3.7 PlusEstimated<41.1
estimated from related benchmarks
~last/15below measured range (<41.1)Estimated
  1. #1Claude Opus 5.566.0
  2. #14GPT-6 Luna41.1
  3. ~#15Solar Pro 4Estimated<41.1
estimated from related benchmarks
Benchmarks in other categories (4)

Writing & chat benchmarks

Rank among models with a published score, and the leaderboard around each model. ~ italic = no published score, estimated from related benchmarks.

Metric
Kimi K2.7 Code
Qwen3.7 Plus
Solar Pro 4
IFBench
day 0
#43/12563.1%Verified
  1. #1MiniMax-M382.9%
  2. #42Nemotron 3 Nano Omni 30B A3B Reasoning63.2%
  3. #43Kimi K2.7 Code63.1%
  4. #44K2 Think V262.8%
artificialanalysis.ai · 2026-09-24
#12/12578.0%BestVerified
  1. #1MiniMax-M382.9%
  2. #11Qwen3.5 397B A17B78.8%
  3. #12Qwen3.7 Plus78.0%
  4. #13Gemini 3.1 Pro77.1%
artificialanalysis.ai · 2026-09-24
—
MMMLU
day 0
~#3/5~86.1%Estimated
  1. #1Gemini 3.1 Pro92.6%
  2. #2Gemma 4 31B88.4%
  3. ~#3Kimi K2.7 CodeEstimated86.1%
  4. #3Claude Haiku 4.583.0%
estimated from related benchmarks
~#2/5~88.9%Estimated
  1. #1Gemini 3.1 Pro92.6%
  2. ~#2Qwen3.7 PlusEstimated88.9%
  3. #2Gemma 4 31B88.4%
estimated from related benchmarks
—
LMArena Text, Non-English (Elo)
third-party
~#36/54~1405Estimated
  1. #1Claude Opus 5.51501
  2. #35Nemotron 3 Ultra1405
  3. ~#36Kimi K2.7 CodeEstimated1405
  4. #36Mistral Large 31397
estimated from related benchmarks
#21/531443Verified
  1. #1Claude Opus 5.51501
  2. #20Gemini 3.5 Flash-Lite1445
  3. #21Qwen3.7 Plus1443
  4. #22Hy31440
lmarena.ai · 2026-09-13
—
LMArena Text (Elo)
third-party
~#36/54~1420Estimated
  1. #1Claude Opus 5.51509
  2. #35Muse GlimmerFew votes1424
  3. ~#36Kimi K2.7 CodeEstimated1420
  4. #36Qwen3.5 122B A10B1417
estimated from related benchmarks
#19/531456Verified
  1. #1Claude Opus 5.51509
  2. #19Hy31456
  3. #19Qwen3.7 Plus1456
  4. #22Grok 4.61453
lmarena.ai · 2026-09-13
—
EQ-Bench Creative Writing v3 (Elo)
third-party
~#15/26~1760Estimated
  1. #1GPT-6 Astra2173
  2. #14Claude Sonnet 51794
  3. ~#15Kimi K2.7 CodeEstimated1760
  4. #15Gemini 3.8 Flash1748
estimated from related benchmarks
~#10/26~1858Estimated
  1. #1GPT-6 Astra2173
  2. #9Muse Spark 1.31906
  3. ~#10Qwen3.7 PlusEstimated1858
  4. #10GPT-5.6 Terra1855
estimated from related benchmarks
—

Vision benchmarks

Rank among models with a published score, and the leaderboard around each model. ~ italic = no published score, estimated from related benchmarks.

Metric
Kimi K2.7 Code
Qwen3.7 Plus
Solar Pro 4
MMMU
day 0
—
~#2/3~71.3%Estimated
  1. #1Claude Haiku 4.573.2%
  2. ~#2Qwen3.7 PlusEstimated71.3%
  3. #2Llama 4 Maverick69.4%
estimated from related benchmarks
—
MMMU-Pro
day 0
—
#11/7680.5%Verified
  1. #1Claude Opus 5.587.7%
  2. #11Kimi K380.5%
  3. #11Qwen3.7 Plus80.5%
  4. #13GPT-5.579.9%
artificialanalysis.ai · 2026-09-24
—
CharXiv Reasoning
day 0
—
~#5/9~79.7%Estimated
  1. #1Gemini 3.8 Flash86.2%
  2. #4Qwen3.8-Omni-Flash83.5%
  3. ~#5Qwen3.7 PlusEstimated79.7%
  4. #5Muse Glimmer78.8%
estimated from related benchmarks
—
OmniDocBench v1.5
third-party
—
~#4/8~86.0%Estimated
  1. #1MiniMax-M391.6%
  2. #2Qwen3.8 27B91.1%
  3. ~#4Qwen3.7 PlusEstimated86.0%
  4. #4Gemini 3.1 Pro85.3%
estimated from related benchmarks
—
GDP.pdf (AA)
third-party
—
#26/4212.2%Verified
  1. #1GPT-6 Astra31.0%
  2. #26Qwen3.5 397B A17B12.2%
  3. #26Qwen3.7 Plus12.2%
  4. #28Muse Glimmer10.0%
artificialanalysis.ai · 2026-09-24
—
Chartography
third-party
—
~#14/23~21.2%Estimated
  1. #1GPT-6 Astra71.0%
  2. #13Gemini 3.1 Pro26.1%
  3. ~#14Qwen3.7 PlusEstimated21.2%
  4. #14Grok 4.620.5%
estimated from related benchmarks
—

Hard reasoning benchmarks

Rank among models with a published score, and the leaderboard around each model. ~ italic = no published score, estimated from related benchmarks.

Metric
Kimi K2.7 Code
Qwen3.7 Plus
Solar Pro 4
GPQA Diamond
day 0
#27/17289.6%Verified
  1. #1GPT-6 Astra96.1%
  2. #26Hy389.7%
  3. #27Kimi K2.7 Code89.6%
  4. #28Grok Build 0.1 061689.5%
artificialanalysis.ai · 2026-09-24
#25/17290.0%BestVerified
  1. #1GPT-6 Astra96.1%
  2. #24Qwen3.8 27B90.5%
  3. #25Qwen3.7 Plus90.0%
  4. #26Hy389.7%
artificialanalysis.ai · 2026-09-24
#32/17289.1%Verified
  1. #1GPT-6 Astra96.1%
  2. #31Nex-N2-Pro89.2%
  3. #32Solar Pro 489.1%
  4. #33GPT-5.4 mini87.5%
artificialanalysis.ai · 2026-09-24
Humanity's Last Exam
day 0
#33/17835.0%Verified
  1. #1Claude Opus 5.561.4%
  2. #32Qwen3.7 Plus35.6%
  3. #33Kimi K2.7 Code35.0%
  4. #34Apodex 1.134.1%
artificialanalysis.ai · 2026-09-24
#32/17835.6%BestVerified
  1. #1Claude Opus 5.561.4%
  2. #31Qwen3.8-Omni-Flash36.5%
  3. #32Qwen3.7 Plus35.6%
  4. #33Kimi K2.7 Code35.0%
artificialanalysis.ai · 2026-09-24
#43/17829.2%Verified
  1. #1Claude Opus 5.561.4%
  2. #42A.X-K229.6%
  3. #43Solar Pro 429.2%
  4. #44Qwen3.5 397B A17B29.0%
artificialanalysis.ai · 2026-09-24
AIME (latest)
day 0
~#4/25~94.3%Estimated
  1. #1Inkling97.1%
  2. #3Nova 2.0 Lite94.3%
  3. ~#4Kimi K2.7 CodeEstimated94.3%
  4. #4gpt-oss-120b93.4%
estimated from related benchmarks
~#2/25~95.0%Estimated
  1. #1Inkling97.1%
  2. ~#2Qwen3.7 PlusEstimated95.0%
  3. #2Muse Glimmer94.7%
estimated from related benchmarks
~#2/25~94.7%Estimated
  1. #1Inkling97.1%
  2. ~#2Solar Pro 4Estimated94.7%
  3. #2Muse Glimmer94.7%
estimated from related benchmarks
AA Intelligence Index
third-party
#32/7425.8BestVerified
  1. #1Claude Opus 5.557.6
  2. #31GPT-5.5 Instant (June 2026)26.0
  3. #32Kimi K2.7 Code25.8
  4. #33Hy325.3
artificialanalysis.ai · 2026-09-24
#35/7425.2Verified
  1. #1Claude Opus 5.557.6
  2. #33K2 Horizon MoVA 36B A4B25.3
  3. #35Qwen3.7 Plus25.2
  4. #36Inkling25.0
artificialanalysis.ai · 2026-09-24
~#29/75~27.9Estimated
  1. #1Claude Opus 5.557.6
  2. #28MiniMax-M329.2
  3. ~#29Solar Pro 4Estimated27.9
  4. #29Quasar 438B26.7
estimated from related benchmarks

Agents benchmarks

Rank among models with a published score, and the leaderboard around each model. ~ italic = no published score, estimated from related benchmarks.

Metric
Kimi K2.7 Code
Qwen3.7 Plus
Solar Pro 4
τ²-bench (Telecom)
day 0
#12/11590.1%Verified
  1. #1Step 3.7 Flash98.5%
  2. #11MiMo-V2.590.6%
  3. #12Kimi K2.7 Code90.1%
  4. #12Trinity Large Thinking90.1%
artificialanalysis.ai · 2026-09-24
#8/11593.0%BestVerified
  1. #1Step 3.7 Flash98.5%
  2. #7Qwen3.5 122B A10B93.6%
  3. #8Qwen3.7 Plus93.0%
  4. #9Nova 2.0 Pro Preview92.7%
artificialanalysis.ai · 2026-09-24
~#28/116~81.5%Estimated
  1. #1Step 3.7 Flash98.5%
  2. #26Qwen3.5 2B81.6%
  3. ~#28Solar Pro 4Estimated81.5%
  4. #28MiniCPM5-1B81.0%
estimated from related benchmarks
OSWorld-Verified
day 0
~#10/12~69.5%Estimated
  1. #1Kimi K384.8%
  2. #9Nex-N2.5-Mini71.2%
  3. ~#10Kimi K2.7 CodeEstimated69.5%
  4. #10Muse Glimmer65.9%
estimated from related benchmarks
~#10/12~68.7%Estimated
  1. #1Kimi K384.8%
  2. #9Nex-N2.5-Mini71.2%
  3. ~#10Qwen3.7 PlusEstimated68.7%
  4. #10Muse Glimmer65.9%
estimated from related benchmarks
~#10/12~70.5%Estimated
  1. #1Kimi K384.8%
  2. #9Nex-N2.5-Mini71.2%
  3. ~#10Solar Pro 4Estimated70.5%
  4. #10Muse Glimmer65.9%
estimated from related benchmarks
OSWorld 2.0
day 0
~last/5below measured range (<47.5%)Estimated
  1. #1GLM-5.3 Flash59.1%
  2. #4GPT-5.547.5%
  3. ~#5Kimi K2.7 CodeEstimated<47.5%
estimated from related benchmarks
~last/5below measured range (<47.5%)Estimated
  1. #1GLM-5.3 Flash59.1%
  2. #4GPT-5.547.5%
  3. ~#5Qwen3.7 PlusEstimated<47.5%
estimated from related benchmarks
~last/5below measured range (<47.5%)Estimated
  1. #1GLM-5.3 Flash59.1%
  2. #4GPT-5.547.5%
  3. ~#5Solar Pro 4Estimated<47.5%
estimated from related benchmarks
BrowseComp
day 0
~#15/18~68.6%Estimated
  1. #1Atria Dawn Preview92.5%
  2. #14Inkling77.1%
  3. ~#15Kimi K2.7 CodeEstimated68.6%
  4. #15Mistral Medium 3.548.6%
estimated from related benchmarks
~#15/18~67.3%Estimated
  1. #1Atria Dawn Preview92.5%
  2. #14Inkling77.1%
  3. ~#15Qwen3.7 PlusEstimated67.3%
  4. #15Mistral Medium 3.548.6%
estimated from related benchmarks
~#15/18~69.9%Estimated
  1. #1Atria Dawn Preview92.5%
  2. #14Inkling77.1%
  3. ~#15Solar Pro 4Estimated69.9%
  4. #15Mistral Medium 3.548.6%
estimated from related benchmarks
GDPval-AA (Elo)
third-party
#35/861025BestVerified
  1. #1Claude Opus 5.51846
  2. #34Hy31045
  3. #35Kimi K2.7 Code1025
  4. #36K2 Horizon 7B1011
artificialanalysis.ai · 2026-09-24
#50/86756Verified
  1. #1Claude Opus 5.51846
  2. #49Muse Glimmer774
  3. #50Qwen3.7 Plus756
  4. #51Mistral Medium 3.5747
artificialanalysis.ai · 2026-09-24
~#23/87~1374Estimated
  1. #1Claude Opus 5.51846
  2. #22Qwen3.8 27B1409
  3. ~#23Solar Pro 4Estimated1374
  4. #23GPT-6 Luna1367
estimated from related benchmarks
AutomationBench-AA
third-party
#32/7924.5%BestVerified
  1. #1Claude Opus 5.569.5%
  2. #31Gemini 3.5 Flash-Lite25.0%
  3. #32Kimi K2.7 Code24.5%
  4. #33Quasar 438B23.9%
artificialanalysis.ai · 2026-09-24
#39/7917.4%Verified
  1. #1Claude Opus 5.569.5%
  2. #38Nex-N2-Pro17.6%
  3. #39Qwen3.7 Plus17.4%
  4. #40Ling-3.0-flash-VL15.7%
artificialanalysis.ai · 2026-09-24
~#31/80~25.6%Estimated
  1. #1Claude Opus 5.569.5%
  2. #30K2 Horizon MoVA 36B A4B26.1%
  3. ~#31Solar Pro 4Estimated25.6%
  4. #31Gemini 3.5 Flash-Lite25.0%
estimated from related benchmarks
τ-Bench Banking (AA)
third-party
#37/8820.2%Verified
  1. #1Muse Spark 1.350.5%
  2. #35MiniCPM5-2B20.8%
  3. #37Kimi K2.7 Code20.2%
  4. #38K2 Horizon 3.7B19.6%
artificialanalysis.ai · 2026-09-24
#41/8817.5%Verified
  1. #1Muse Spark 1.350.5%
  2. #41Nex-N2-Pro17.5%
  3. #41Qwen3.7 Plus17.5%
  4. #44A.X-K216.1%
artificialanalysis.ai · 2026-09-24
#30/8823.3%BestVerified
  1. #1Muse Spark 1.350.5%
  2. #29Muse Glimmer23.5%
  3. #30Solar Pro 423.3%
  4. #31Hy322.9%
artificialanalysis.ai · 2026-09-24