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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.
Atria Dawn PreviewDeepSeek V4 Pro (0813)GPT-5.3 Codex
Focus

Agents: quality vs price

Compared models are ringed; the other 170 ranked here are greyed.

Lower price is better. Pareto frontier: Gemma 4 E4B, Sarvam 30B, Qwen3.5 4B, Sarvam 105B, Ling 3.0 Flash, MiMo-V2.6-Flash, Qwen3.8 Flash-Next, GLM-5.3 Flash, Muse Spark 1.3, Claude Opus 5.5. 65 models are not plotted: Nex-N2.5-Pro, Atria Dawn Preview, Motif 3, K2 Horizon 375B A23B, Nex-N2.5-Mini, Solar Open2 250B, K2 Horizon MoVA 36B A4B, G9v3-39A5B, Apriel-v1.6-15B-Thinker, HyperCLOVA X SEED Think (32B), A.X-K2, EXAONE 4.5 33B, K2 Horizon 7B, Nex-N2-Pro, Tri-21B-Think, MiniCPM-V 4.6 1.3B, LongCat Flash Lite, MiniCPM5-1B, Qwen3.5 2B, Ling 3.0 Tiny, Nemotron Cascade 2 30B A3B, K-EXAONE 2.0 0803, K2 Horizon 3.7B, Solar Open 100B, Qwen3.5 0.8B, Command A+, MiniCPM5-2B, HyperNova 60B 2605, Nanbeige4.1-3B, K2-V2, Step3 VL 10B, INTELLECT-3, Falcon-H1R-7B, K2 Think V2, NVIDIA Nemotron 3 Nano 4B, Llama 3.1 Nemotron Ultra 253B v1, Gemma 4 E2B, North Mini Code, Devstral 2, LFM2.5-8B-A1B, Olmo 3.1 32B Instruct, LFM2.5-2.6B, Devstral Small 2, Hermes 4 - Llama-3.1 70B, LFM2.5-1.2B-Thinking, Exaone 4.0 1.2B, Granite 4.0 H 1B, Jamba Reasoning 3B, Granite 4.0 H 350M, Jamba 1.7 Large, Granite 4.0 350M, Jamba 1.7 Mini, LFM2 24B A2B, Granite 4.0 Micro, LFM2.5-1.2B-Instruct, EXAONE 4.0 32B, Gemma 3 270M, LFM2.5-VL-1.6B, K2 Horizon 0.9B, Olmo 3.1 32B Think, Olmo 3 7B Think, Molmo2-8B, Molmo 7B-D, Kimi Linear 48B A3B Instruct, Tiny Aya Global.

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

Nex-N2.5-Pro, Atria Dawn Preview, Motif 3, K2 Horizon 375B A23B, Nex-N2.5-Mini, Solar Open2 250B, K2 Horizon MoVA 36B A4B, G9v3-39A5B, Apriel-v1.6-15B-Thinker, HyperCLOVA X SEED Think (32B), A.X-K2, EXAONE 4.5 33B, K2 Horizon 7B, Nex-N2-Pro, Tri-21B-Think, MiniCPM-V 4.6 1.3B, LongCat Flash Lite, MiniCPM5-1B, Qwen3.5 2B, Ling 3.0 Tiny, Nemotron Cascade 2 30B A3B, K-EXAONE 2.0 0803, K2 Horizon 3.7B, Solar Open 100B, Qwen3.5 0.8B, Command A+, MiniCPM5-2B, HyperNova 60B 2605, Nanbeige4.1-3B, K2-V2, Step3 VL 10B, INTELLECT-3, Falcon-H1R-7B, K2 Think V2, NVIDIA Nemotron 3 Nano 4B, Llama 3.1 Nemotron Ultra 253B v1, Gemma 4 E2B, North Mini Code, Devstral 2, LFM2.5-8B-A1B, Olmo 3.1 32B Instruct, LFM2.5-2.6B, Devstral Small 2, Hermes 4 - Llama-3.1 70B, LFM2.5-1.2B-Thinking, Exaone 4.0 1.2B, Granite 4.0 H 1B, Jamba Reasoning 3B, Granite 4.0 H 350M, Jamba 1.7 Large, Granite 4.0 350M, Jamba 1.7 Mini, LFM2 24B A2B, Granite 4.0 Micro, LFM2.5-1.2B-Instruct, EXAONE 4.0 32B, Gemma 3 270M, LFM2.5-VL-1.6B, K2 Horizon 0.9B, Olmo 3.1 32B Think, Olmo 3 7B Think, Molmo2-8B, Molmo 7B-D, Kimi Linear 48B A3B Instruct, Tiny Aya Global

  • Best-value frontier (nothing is both cheaper and better)
  • Evidencestrong → weak
  • Estimated from other categories
  • Atria Dawn Preview
    Quality
    71.0
    Rank
    #24/173
    Price
    —
    Speed
    —

    vs DeepSeek V4 Pro (0813): −0.5 quality · price n/a

  • DeepSeek V4 Pro (0813)
    Quality
    71.5
    Rank
    #23/173
    Price
    $1.98/M tok
    Speed
    97tok/s
    In$1.32▾Out$3.96▾/M tok

    vs Atria Dawn Preview: +0.5 quality · price n/a

  • GPT-5.3 Codex
    Quality
    69.3
    Rank
    #25/173
    Price
    $4.81/M tok
    Speed
    145tok/s
    In$1.75Out$14/M tok

    vs DeepSeek V4 Pro (0813): −2.2 quality · 2.4× price

Overview

Lab
Shanghai AI Lab (Intern)
DeepSeek
OpenAI
Released
Sep 11, 2026
Aug 13, 2026
Feb 5, 2026
Weights
Open
Open
Proprietary
Input price
$/M tok
—
$1.32Best
$1.75
Output price
$/M tok
—
$3.96Best
$14
Blended price
$/M tok · 3:1 in:out
—
$1.98Best
$4.813
Output speed
tok/s
—
97
145Best
Context
tokens
262K
1MBest
400K

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.

60.1±10.4Best
#23/103Lab-reported
51.4±4.5
#32/103Verified
Not ranked
Not ranked
74.1±6.0
#19/146Verified
76.9±9.5Best
#17/146Verified
Not ranked
Not ranked
73.3±8.2
#15/82Verified
Not ranked
75.6±3.7
#26/182Verified
78.5±5.8Best
#20/182Verified
71.0±10.5
#24/173Lab-reported
71.4±5.8Best
#23/173Verified
69.3±10.0
#25/173Verified

Agents benchmarks

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

Benchmarks in other categories (4)

Coding benchmarks

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

Writing & chat benchmarks

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

MMMLU
day 0
—
~#2/5~89.7%Estimated
estimated from related benchmarks
~#2/5~89.8%Estimated
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.

Hard reasoning benchmarks

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