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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.
InklingSolar Pro 4Apodex 1.1
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
  • Inkling
    Quality
    39.3
    Rank
    #46/103
    Price
    $1.76/M tok
    Speed
    184tok/s
    In$1.00Out$4.05/M tok

    vs Solar Pro 4: +1.8 quality · 3.4× 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 Inkling: −1.8 quality · 0.3× price

  • Apodex 1.1
    Quality
    37.4
    Rank
    #50/103
    Price
    $0.97/M tok
    Speed
    —
    In$0.30▾Out$3.00/M tok

    vs Inkling: −1.9 quality · 0.55× price

Overview

Metric
Inkling
Solar Pro 4
Apodex 1.1
Lab
Thinking Machines Lab
Upstage
Apodex
Released
Jul 15, 2026
Aug 6, 2026
Aug 30, 2026
Weights
Open
Proprietary
Proprietary
Input price
$/M tok
$1.00
$0.30Best
$0.30Best
Output price
$/M tok
$4.05
$1.20Best
$3.00
Blended price
$/M tok · 3:1 in:out
$1.762
$0.525Best
$0.975
Output speed
tok/s
184Best
93
—
Context
tokens
1MBest
512K
256K

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
Inkling
Solar Pro 4
Apodex 1.1
Coding
39.3±5.4Best
#46/103Mixed
37.5±8.0
#49/103Verified
37.4±8.0
#50/103Verified
Writing & chat
63.7±3.6
#38/146Mixed
Not ranked
Not ranked
Vision
52.3±4.2
#40/82Mixed
Not ranked
63.5±8.2Best
#25/82Verified
Hard reasoning
64.6±3.6
#39/182Mixed
64.7±5.8Best
#38/182Verified
64.3±3.7
#40/182Verified
Agents
42.5±4.6
#52/173Mixed
47.9±10.0Best
#36/173Verified
46.6±5.8
#43/173Verified

Coding benchmarks

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

Metric
Inkling
Solar Pro 4
Apodex 1.1
SWE-bench Verified
day 0
#6/1377.6%Lab-reported
  1. #1Claude Opus 596.0%
  2. #5Hy378.0%
  3. #6Inkling77.6%
  4. #6Mistral Medium 3.577.6%
thinkingmachines.ai · 2026-07-15
~#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
~#9/14~75.5%Estimated
  1. #1Claude Opus 596.0%
  2. #8Muse Glimmer76.0%
  3. ~#9Apodex 1.1Estimated75.5%
  4. #9Xing4.0-29B-A4B75.0%
estimated from related benchmarks
SWE-bench Pro (Public)
day 0
#14/1854.3%Lab-reported
  1. #1Claude Opus 5.589.9%
  2. #13Hy357.9%
  3. #14Inkling54.3%
  4. #15Gemini 3.1 Pro54.2%
thinkingmachines.ai · 2026-07-15
~#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
~#14/19~54.7%Estimated
  1. #1Claude Opus 5.589.9%
  2. #13Hy357.9%
  3. ~#14Apodex 1.1Estimated54.7%
  4. #14Inkling54.3%
estimated from related benchmarks
DeepSWE v1.1
day 0
~#27/31~52.8%Estimated
  1. #1DeepSeek V4.1 Flash74.2%
  2. #26Nex-N2.5-Pro55.8%
  3. ~#27InklingEstimated52.8%
  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
~#27/31~52.2%Estimated
  1. #1DeepSeek V4.1 Flash74.2%
  2. #26Nex-N2.5-Pro55.8%
  3. ~#27Apodex 1.1Estimated52.2%
  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. #32Gemini 3.5 Flash-Lite1.0%
  3. #32Inkling1.0%
  4. #32Inkling Small1.0%
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
#49/830.0%Verified
  1. #1Claude Sonnet 5.563.6%
  2. #39Trinity Large Thinking0.5%
  3. #49Apodex 1.10.0%
  4. #49Celeris-10.0%
artificialanalysis.ai · 2026-09-24
LiveCodeBench
third-party
~#8/20~76.3%Estimated
  1. #1Qwen3.8-Omni-Flash92.6%
  2. #7gpt-oss-20b77.7%
  3. ~#8InklingEstimated76.3%
  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
~#8/20~74.7%Estimated
  1. #1Qwen3.8-Omni-Flash92.6%
  2. #7gpt-oss-20b77.7%
  3. ~#8Apodex 1.1Estimated74.7%
  4. #8Mistral Small 464.0%
estimated from related benchmarks
SciCode
third-party
#37/9547.0%BestVerified
  1. #1Claude Opus 5.566.9%
  2. #36MiniMax-M347.1%
  3. #37Inkling47.0%
  4. #38Qwen3.8 27B46.6%
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
#40/9545.5%Verified
  1. #1Claude Opus 5.566.9%
  2. #39Qwen3.7 Plus46.1%
  3. #40Apodex 1.145.5%
  4. #40Gemma 4 31B45.5%
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. ~#15InklingEstimated<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
~last/15below measured range (<41.1)Estimated
  1. #1Claude Opus 5.566.0
  2. #14GPT-6 Luna41.1
  3. ~#15Apodex 1.1Estimated<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
Inkling
Solar Pro 4
Apodex 1.1
IFBench
day 0
#8/12579.8%Lab-reported
  1. #1MiniMax-M382.9%
  2. #7Nemotron Cascade 2 30B A3B80.4%
  3. #8Inkling79.8%
  4. #9Qwen3.8 27B79.5%
thinkingmachines.ai · 2026-07-15
—
—
MMMLU
day 0
~#3/5~88.0%Estimated
  1. #1Gemini 3.1 Pro92.6%
  2. #2Gemma 4 31B88.4%
  3. ~#3InklingEstimated88.0%
  4. #3Claude Haiku 4.583.0%
estimated from related benchmarks
—
—
LMArena Text, Non-English (Elo)
third-party
#28/531430Verified
  1. #1Claude Opus 5.51501
  2. #27Qwen3.5 397B A17B1434
  3. #28Inkling1430
  4. #29Qwen3.8 27B1429
lmarena.ai · 2026-09-25
—
—
LMArena Text (Elo)
third-party
#28/531440Verified
  1. #1Claude Opus 5.51509
  2. #27MiniMax-M31441
  3. #28Inkling1440
  4. #29Grok 4.71439
lmarena.ai · 2026-09-24
—
—
EQ-Bench Creative Writing v3 (Elo)
third-party
#18/251611Verified
  1. #1GPT-6 Astra2173
  2. #17Qwen3.8 27B1671
  3. #18Inkling1611
  4. #19Gemini 3.5 Flash-Lite1559
eqbench.com · 2026-09-24
—
—

Vision benchmarks

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

Metric
Inkling
Solar Pro 4
Apodex 1.1
MMMU
day 0
~#2/3~71.3%Estimated
  1. #1Claude Haiku 4.573.2%
  2. ~#2InklingEstimated71.3%
  3. #2Llama 4 Maverick69.4%
estimated from related benchmarks
—
~#2/3~71.3%Estimated
  1. #1Claude Haiku 4.573.2%
  2. ~#2Apodex 1.1Estimated71.3%
  3. #2Llama 4 Maverick69.4%
estimated from related benchmarks
MMMU-Pro
day 0
#34/7673.5%Verified
  1. #1Claude Opus 5.587.7%
  2. #33Inkling Small74.0%
  3. #34Inkling73.5%
  4. #35Gemma 4 31B73.4%
artificialanalysis.ai · 2026-09-24
—
#15/7679.2%BestVerified
  1. #1Claude Opus 5.587.7%
  2. #14Qwen3.8 Flash-Next79.8%
  3. #15Apodex 1.179.2%
  4. #16Gemini 3.5 Flash-Lite79.0%
artificialanalysis.ai · 2026-09-24
CharXiv Reasoning
day 0
#6/878.1%Lab-reported
  1. #1Gemini 3.8 Flash86.2%
  2. #5Muse Glimmer78.8%
  3. #6Inkling78.1%
  4. #7Claude Sonnet 577.0%
thinkingmachines.ai · 2026-07-15
—
~#5/9~79.1%Estimated
  1. #1Gemini 3.8 Flash86.2%
  2. #4Qwen3.8-Omni-Flash83.5%
  3. ~#5Apodex 1.1Estimated79.1%
  4. #5Muse Glimmer78.8%
estimated from related benchmarks
OmniDocBench v1.5
third-party
~#5/8~83.2%Estimated
  1. #1MiniMax-M391.6%
  2. #4Gemini 3.1 Pro85.3%
  3. ~#5InklingEstimated83.2%
  4. #5Claude Haiku 4.579.6%
estimated from related benchmarks
—
~#5/8~84.8%Estimated
  1. #1MiniMax-M391.6%
  2. #4Gemini 3.1 Pro85.3%
  3. ~#5Apodex 1.1Estimated84.8%
  4. #5Claude Haiku 4.579.6%
estimated from related benchmarks
GDP.pdf (AA)
third-party
#24/4212.8%Verified
  1. #1GPT-6 Astra31.0%
  2. #24DeepSeek V4.1 Flash12.8%
  3. #24Inkling12.8%
  4. #26Qwen3.5 397B A17B12.2%
artificialanalysis.ai · 2026-09-24
—
~#22/43~13.4%Estimated
  1. #1GPT-6 Astra31.0%
  2. #21Gemini 3.5 Flash-Lite13.6%
  3. ~#22Apodex 1.1Estimated13.4%
  4. #22GPT-5.4 mini13.4%
estimated from related benchmarks
Chartography
third-party
#21/2210.0%Verified
  1. #1GPT-6 Astra71.0%
  2. #20Gemini 3.5 Flash-Lite10.2%
  3. #21Inkling10.0%
  4. #22Mistral Large 39.0%
surgehq.ai · 2026-09-24
—
~#14/23~22.7%Estimated
  1. #1GPT-6 Astra71.0%
  2. #13Gemini 3.1 Pro26.1%
  3. ~#14Apodex 1.1Estimated22.7%
  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
Inkling
Solar Pro 4
Apodex 1.1
GPQA Diamond
day 0
#35/17287.2%Verified
  1. #1GPT-6 Astra96.1%
  2. #34K2 Horizon 375B A23B87.3%
  3. #35Inkling87.2%
  4. #36Nemotron 3 Ultra86.7%
artificialanalysis.ai · 2026-09-24
#32/17289.1%BestVerified
  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
#37/17286.4%Verified
  1. #1GPT-6 Astra96.1%
  2. #36Nemotron 3 Ultra86.7%
  3. #37Apodex 1.186.4%
  4. #38Ling-3.0-flash-VL86.2%
artificialanalysis.ai · 2026-09-24
Humanity's Last Exam
day 0
#41/17831.9%Verified
  1. #1Claude Opus 5.561.4%
  2. #40K2 Horizon 375B A23B32.0%
  3. #41Inkling31.9%
  4. #42A.X-K229.6%
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
#34/17834.1%BestVerified
  1. #1Claude Opus 5.561.4%
  2. #33Kimi K2.7 Code35.0%
  3. #34Apodex 1.134.1%
  4. #35Qwen3.8 27B33.9%
artificialanalysis.ai · 2026-09-24
AIME (latest)
day 0
#1/2497.1%Lab-reported
  1. #1Inkling97.1%
  2. #2Muse Glimmer94.7%
thinkingmachines.ai · 2026-07-15
~#2/25~94.7%Estimated
  1. #1Inkling97.1%
  2. ~#2Solar Pro 4Estimated94.7%
  3. #2Muse Glimmer94.7%
estimated from related benchmarks
~#4/25~94.3%Estimated
  1. #1Inkling97.1%
  2. #3Nova 2.0 Lite94.3%
  3. ~#4Apodex 1.1Estimated94.3%
  4. #4gpt-oss-120b93.4%
estimated from related benchmarks
AA Intelligence Index
third-party
#36/7425.0Verified
  1. #1Claude Opus 5.557.6
  2. #35Qwen3.7 Plus25.2
  3. #36Inkling25.0
  4. #37Ling-3.0-flash-VL24.6
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
#30/7426.4BestVerified
  1. #1Claude Opus 5.557.6
  2. #29Quasar 438B26.7
  3. #30Apodex 1.126.4
  4. #31GPT-5.5 Instant (June 2026)26.0
artificialanalysis.ai · 2026-09-28

Agents benchmarks

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

Metric
Inkling
Solar Pro 4
Apodex 1.1
τ²-bench (Telecom)
day 0
~#33/116~79.7%Estimated
  1. #1Step 3.7 Flash98.5%
  2. #32Nova 2.0 Omni80.4%
  3. ~#33InklingEstimated79.7%
  4. #33LongCat Flash Lite79.5%
estimated from related benchmarks
~#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
~#26/116~82.9%Estimated
  1. #1Step 3.7 Flash98.5%
  2. #24Nemotron 3 Ultra83.3%
  3. ~#26Apodex 1.1Estimated82.9%
  4. #26Nex-N2-Pro81.6%
estimated from related benchmarks
OSWorld-Verified
day 0
~#10/12~69.4%Estimated
  1. #1Kimi K384.8%
  2. #9Nex-N2.5-Mini71.2%
  3. ~#10InklingEstimated69.4%
  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
~#9/12~71.5%Estimated
  1. #1Kimi K384.8%
  2. #8Gemini 3.5 Flash-Lite74.0%
  3. ~#9Apodex 1.1Estimated71.5%
  4. #9Nex-N2.5-Mini71.2%
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. ~#5InklingEstimated<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
~last/5below measured range (<47.5%)Estimated
  1. #1GLM-5.3 Flash59.1%
  2. #4GPT-5.547.5%
  3. ~#5Apodex 1.1Estimated<47.5%
estimated from related benchmarks
BrowseComp
day 0
#14/1777.1%Lab-reported
  1. #1Atria Dawn Preview92.5%
  2. #13Nex-N2.5-Mini83.4%
  3. #14Inkling77.1%
  4. #15Mistral Medium 3.548.6%
thinkingmachines.ai · 2026-07-15
~#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
~#15/18~71.5%Estimated
  1. #1Atria Dawn Preview92.5%
  2. #14Inkling77.1%
  3. ~#15Apodex 1.1Estimated71.5%
  4. #15Mistral Medium 3.548.6%
estimated from related benchmarks
GDPval-AA (Elo)
third-party
#32/861064Verified
  1. #1Claude Opus 5.51846
  2. #31Nex-N2-Pro1091
  3. #32Inkling1064
  4. #33Grok Build 0.1 06161052
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
#27/861189BestVerified
  1. #1Claude Opus 5.51846
  2. #26MiniMax-M31230
  3. #27Apodex 1.11189
  4. #28K2 Horizon MoVA 36B A4B1181
artificialanalysis.ai · 2026-09-24
AutomationBench-AA
third-party
#48/795.0%Verified
  1. #1Claude Opus 5.569.5%
  2. #47Qwen3.6 35B A3B5.2%
  3. #48Inkling5.0%
  4. #49Gemma 4 31B4.9%
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
#28/7928.2%BestVerified
  1. #1Claude Opus 5.569.5%
  2. #27Gemini 3.1 Pro35.4%
  3. #28Apodex 1.128.2%
  4. #29GPT-5.4 mini26.2%
artificialanalysis.ai · 2026-09-24
τ-Bench Banking (AA)
third-party
#22/8829.1%BestVerified
  1. #1Muse Spark 1.350.5%
  2. #21K2 Horizon MoVA 36B A4B32.0%
  3. #22Inkling29.1%
  4. #23Quasar 438B28.7%
artificialanalysis.ai · 2026-09-24
#30/8823.3%Verified
  1. #1Muse Spark 1.350.5%
  2. #29Muse Glimmer23.5%
  3. #30Solar Pro 423.3%
  4. #31Hy322.9%
artificialanalysis.ai · 2026-09-24
#28/8825.2%Verified
  1. #1Muse Spark 1.350.5%
  2. #27GPT-5.4 mini25.6%
  3. #28Apodex 1.125.2%
  4. #29Muse Glimmer23.5%
artificialanalysis.ai · 2026-09-24