AI model leaderboard

88 of 168 models on HokAI have a vendor-checked price; 47 have a published SWE-bench Verified score and 70 a GPQA Diamond score.

Ranked by blended price (three input tokens to one output) among GA models that publish at least one score. Benchmark figures are read from each vendor's model card or the evaluator named beside them; speed is cited from Artificial Analysis. Nothing a vendor pays for changes a rank — see how HokAI checks records.

Price vs capability

30 of 168 models

Blended price ($ per 1M tokens, 3:1, lower is better) against SWE-bench Verified (% solved, higher is better), GA models with both values
ModelCreatorBlended $/M (3:1)SWE-bench VerifiedFrontier
Nemotron 3.5 LightningNVIDIA$0.087/M51.56%Yes
Nemotron 3 Nano 30B A3BNVIDIA$0.087/M38.76%--
Nemotron 3.5 Super VL 120B-A12BNVIDIA$0.175/M71.1%Yes
Hy3Tencent$0.282/M55%--
MAI-Code-1.1-FlashMicrosoft$0.45/M72.6%Yes
MiniMax M3MiniMax$0.525/M75%Yes
Solar Pro 4Upstage$0.525/M70.6%--
DeepSeek-V4-Pro-0813DeepSeek$0.544/M80.6%Yes
Mistral Large 3Mistral AI$0.75/M41.4%--
Seed 2.0 ProByteDance$0.945/M76.5%--
DeepSeek V4DeepSeek$0.99/M80.6%--
BeamReflection AI$1.50/M81.6%Yes
Grok 4.20xAI$1.56/M75%--
DeepSeek-V4-ProDeepSeek$1.98/M80.6%--
GLM-5.2Z.ai$2.15/M82.8%Yes
GPT-5.6 LunaOpenAI$2.25/M60.2%--
Grok 4.6xAI$3.00/M95.6%Yes
Gemini 3.5 FlashGoogle$3.38/M78%--
GPT-5.4OpenAI$5.63/M80%--
GPT-5.6 TerraOpenAI$5.63/M72.3%--
Claude Sonnet 5Anthropic$6.00/M82.1%--
Claude Sonnet 4.6Anthropic$6.00/M79.6%--
Kimi K3Moonshot AI$6.00/M67.5%--
Claude Opus 5Anthropic$10.00/M97%Yes
Claude Opus 4.8Anthropic$10.00/M88.6%--
Claude Opus 4.7Anthropic$10.00/M87.6%--
Claude Opus 4.6Anthropic$10.00/M80.8%--
GPT-5.6 SolOpenAI$11.25/M78.5%--
Claude Fable 5Anthropic$20.00/M95%--
GPT-5.5 ProOpenAI$67.50/M88.7%--

30 GA models carry both a vendor-checked price and a SWE-bench Verified score. Prices run from $0.087/M (Nemotron 3.5 Lightning) to $67.50/M (GPT-5.5 Pro); the highest score is 97% (Claude Opus 5) at $10.00/M.

Nine models are not beaten on both axes by any other: Nemotron 3.5 Lightning, Nemotron 3.5 Super VL 120B-A12B, MAI-Code-1.1-Flash, MiniMax M3, DeepSeek-V4-Pro-0813, Beam, GLM-5.2, Grok 4.6 and Claude Opus 5. Every other point is cheaper-or-better on at most one axis than something on that frontier.

Status: GA Openness: All Price: All Modality: All

128 of 168 models

ModelCreatorBlended $/MSWE-bench VerifiedGPQA DiamondOutput speedContextData termsCheckedFurther analysis
North Micro Vision InstructCohereopen source$0------128KNo training · stated2026-10-07Record · Compare
Nemotron 3 Nano 30B A3BNVIDIAopen weights$0.08738.8% vendor · Dec 202573.0% vendor · Dec 2025--1MNo training · stated2026-08-31Record · Compare
Nemotron 3.5 LightningNVIDIAopen source$0.08751.6% vendor · Aug 202675.4% vendor · Aug 2026295 tok/s cited AA · Aug 20261MNo training · stated2026-08-12Record · Compare
Ministral 3 8BMistral AIopen source$0.15--66.8% vendor · Dec 2025--256KNo training · stated2026-08-30Record · Compare
MiMo-V2.6-Flash-RLXiaomi Corporationopen source$0.175----59 tok/s cited AA · Sep 20261Mstated2026-09-28Record · Compare
Nemotron 3.5 Super VL 120B-A12BNVIDIAopen source$0.17571.1% vendor · Oct 202689.5% vendor · Oct 2026436 tok/s cited AA · Oct 20261Mstated2026-10-20Record · Compare
Cloudflare ClefCloudflareopen source$0.18--48% vendor · Oct 2026--66KNo training · stated2026-10-16Record · Compare
Claude Haiku 5.5Anthropicproprietary$0.2----242 tok/s cited AA · Oct 20261MNo training · stated2026-10-08Record · Compare
GPT-6 LunaOpenAIproprietary$0.2----126 tok/s cited AA · Oct 20261.1MNo training · ZDR option2026-10-19Record · Compare
Ministral 3 14BMistral AIopen source$0.2--71.2% vendor · Sep 202692 tok/s cited AA · Sep 2026256KNo training · stated2026-09-07Record · Compare
Phi-4Microsoftopen source$0.219--56.1% vendor · Sep 202640 tok/s cited AA · Sep 202616KNo training · stated2026-09-29Record · Compare
GLM-5.3-FlashZ.aiopen source$0.237----53 tok/s cited AA · Sep 20261.0Mstated2026-09-29Record · Compare
DeepSeek-V4.1-FlashDeepSeekopen source$0.263--90.9% vendor · Oct 2026231 tok/s cited AA · Oct 20261.0Mstated2026-10-19Record · Compare
DeepSeek-V4.1-Flash-1017DeepSeekopen source$0.263----217 tok/s cited AA · Oct 20261.0MZDR option2026-10-20Record · Compare
MiniMax M3.1 FlashMiniMaxproprietary$0.263----123 tok/s cited AA · Oct 20261M--2026-10-20Record · Compare
Hy3Tencentopen source$0.28255% vendor · Apr 202662% vendor · Apr 202695 tok/s cited AA · Jul 2026256KNo training · ZDR option2026-08-19Record · Compare
MAI-Code-1.1-FlashMicrosoftproprietary$0.4572.6% vendor · Oct 2026----256K--2026-10-14Record · Compare
MiniMax M2.7MiniMaxopen weights$0.525--87.4% vendor · Sep 202668 tok/s cited AA · Sep 2026205KNo training · stated2026-09-28Record · Compare
MiniMax M3MiniMaxopen weights$0.52575% independent · Sep 202692.7% independent · Sep 2026--1.0MNo training · stated2026-09-29Record · Compare
Solar Pro 4Upstageproprietary$0.52570.6% vendor · Oct 202689% cited AA · Oct 202695 tok/s cited AA · Oct 2026524KNo training · stated2026-10-13Record · Compare
DeepSeek-V4-Pro-0813DeepSeekopen source$0.54480.6% cited AA · Aug 202690.1% cited AA · Aug 202680 tok/s cited AA · Aug 20261Mstated2026-08-14Record · Compare
MiMo-V2.6-ProXiaomiopen source$0.544----130 tok/s cited AA · Sep 20261.0M--2026-09-22Record · Compare
MiMo-V2.6-Pro-RLXiaomi Corporationopen source$0.544----49 tok/s cited AA · Sep 20261Mstated2026-09-28Record · Compare
Gemini 3.1 Flash-LiteGoogle DeepMindproprietary$0.563--86.9% vendor · Sep 2026301 tok/s cited AA · Sep 20261.0MNo training · stated2026-09-08Record · Compare
Qwen3.7-PlusAlibaba Cloudproprietary$0.7------1Mstated2026-08-31Record · Compare
Mistral Large 3Mistral AIopen source$0.7541.4% vendor · Dec 202543.9% vendor · Dec 202552 tok/s cited AA · Jun 2026256KNo training · stated2026-09-26Record · Compare
Gemini 3.5 Flash-LiteGoogle DeepMindproprietary$0.85--86.9% vendor · Sep 2026363 tok/s cited AA · Sep 20261.0Mstated2026-09-09Record · Compare
Seed 2.0 ProByteDanceproprietary$0.94576.5% vendor · Feb 202688.9% vendor · Feb 2026--272KNo training · stated2026-08-27Record · Compare
DeepSeek V4DeepSeekopen source$0.9980.6% vendor · Sep 202690.1% vendor · Sep 202658 tok/s cited AA · Sep 20261MTrains on data · stated2026-09-03Record · Compare
Seed 2.1 TurboByteDanceproprietary$1.00------256Kstated2026-10-01Record · Compare
Qwen3.8-27BAlibaba Cloud (Qwen Team)open source$1.13--89.2% vendor · Sep 2026--262KNo training · stated2026-09-23Record · Compare
BeamReflection AIopen source$1.5081.6% vendor · Oct 202690.6% vendor · Oct 2026--1.0M--2026-10-19Record · Compare
Gemini 3.6 FlashGoogle DeepMindproprietary$1.50----198 tok/s cited AA · Sep 20261MNo training · ZDR option2026-09-09Record · Compare
Gemini 3.8 FlashGoogle DeepMindproprietary$1.50----237 tok/s cited AA · Oct 20261.0MNo training · stated2026-10-05Record · Compare
Grok 4.20xAIproprietary$1.5675% vendor · Mar 202688.9% vendor · Mar 2026265 tok/s cited AA · Apr 20262MNo training · ZDR option2026-08-27Record · Compare
Grok 4.3xAIproprietary$1.56----94 tok/s cited AA · Sep 20261M--2026-09-07Record · Compare
Kimi K2.7-CodeMoonshot AIopen weights$1.71--89.6% cited AA · Sep 2026--262KTrains on data · stated2026-09-29Record · Compare
DeepSeek-V4-ProDeepSeekopen source$1.9880.6% vendor · Apr 202690.1% vendor · Apr 202692 tok/s independent · Oct 20261.0MNo training · stated2026-10-23Record · Compare
Muse Spark 1.3Meta AIproprietary$2.00--94% cited AA · Oct 2026327 tok/s cited AA · Oct 20261.0MNo training · stated2026-10-19Record · Compare
GLM-5.2Z.aiopen source$2.1582.8% independent · Oct 202685.6% independent · Oct 202695 tok/s independent · Oct 20261MNo training · stated2026-10-07Record · Compare
GLM-5.3Z.aiopen weights$2.15------1Mstated2026-10-19Record · Compare
GPT-5.6 LunaOpenAIproprietary$2.2560.2% vendor · Jun 202655.3% vendor · Jun 202690 tok/s cited AA · Jul 2026200KNo training · ZDR option2026-08-19Record · Compare
Grok 4.5xAIproprietary$3.00----90 tok/s cited AA · Aug 2026500Kstated2026-09-01Record · Compare
Grok 4.6xAIproprietary$3.0095.6% independent · Sep 202694.7% independent · Sep 202668 tok/s cited AA · Sep 2026500KNo training · ZDR option2026-08-13Record · Compare
Grok 4.7xAIproprietary$3.00----39 tok/s cited AA · Sep 2026500KNo training · ZDR option2026-09-22Record · Compare
Qwen3.8-2.4T-A95BAlibaba Cloudopen weights$3.00--92.6% vendor · Sep 202638 tok/s cited AA · Sep 20261.0Mstated2026-09-20Record · Compare
Qwen3.8-MaxAlibaba Cloudopen weights$3.00--92.6% independent · Sep 202641 tok/s cited AA · Sep 20261Mstated2026-09-14Record · Compare
Gemini 3.5 FlashGoogleproprietary$3.3878% vendor · May 202690.4% vendor · May 2026289 tok/s cited AA · Jun 20261.0MNo training · stated2026-08-27Record · Compare
Qwen3.7-MaxAlibaba Cloudproprietary$3.75--92.4% vendor · May 2026203 tok/s independent · Oct 20261MNo training · stated2026-10-03Record · Compare
Claude Sonnet 5.5Anthropicproprietary$4.00----142 tok/s cited AA · Sep 20261MNo training · ZDR option2026-09-29Record · Compare
Gemini 4 ArgonGoogle DeepMindproprietary$4.00------1.0MNo training · ZDR option2026-10-15Record · Compare
GPT-6 SolOpenAIproprietary$4.00----104 tok/s cited AA · Sep 20261.1MNo training · ZDR option2026-09-23Record · Compare
GPT-6.1 SolOpenAIproprietary$4.00----67 tok/s cited AA · Sep 20261.1MNo training · ZDR option2026-09-30Record · Compare
GPT-5.4OpenAIproprietary$5.6380% vendor · Mar 202674.8% vendor · Mar 2026--1MNo training · stated2026-08-27Record · Compare
GPT-5.6 TerraOpenAIproprietary$5.6372.3% vendor · Jun 202668.7% vendor · Jun 202685 tok/s cited AA · Jul 2026200KNo training · ZDR option2026-08-19Record · Compare
Claude Sonnet 4.6Anthropicproprietary$6.0079.6% independent · Oct 202674.1% independent · Oct 2026--1MNo training · ZDR option2026-10-23Record · Compare
Claude Sonnet 5Anthropicproprietary$6.0082.1% vendor · Jun 202696.2% vendor · Jun 2026--1MNo training · ZDR option2026-08-31Record · Compare
Kimi K3Moonshot AIopen weights$6.0067.5% independent · Jul 202693.5% vendor · Jul 202637 tok/s cited AA · Sep 20261.0MNo training · ZDR option2026-09-23Record · Compare
Claude Opus 5.5Anthropicproprietary$8.00------1MNo training · ZDR option2026-10-11Record · Compare
Claude Opus 4.6Anthropicproprietary$10.0080.8% vendor · Feb 202691.3% vendor · Feb 2026--1MNo training · ZDR option2026-10-23Record · Compare
Claude Opus 4.7Anthropicproprietary$10.0087.6% vendor · Apr 202694.2% vendor · Apr 2026--1MNo training · ZDR option2026-10-23Record · Compare
Claude Opus 4.8Anthropicproprietary$10.0088.6% independent · Oct 202693.6% independent · Oct 2026--1MNo training · ZDR option2026-10-24Record · Compare
Claude Opus 5Anthropicproprietary$10.0097% vendor · Oct 202694.1% vendor · Oct 202654 tok/s cited AA · Oct 20261MNo training · ZDR option2026-10-08Record · Compare
FuguSakana AIproprietary$11.25--95.5% vendor · Jun 2026----stated2026-09-01Record · Compare
GPT-5.5OpenAIproprietary$11.25--93.6% vendor · Oct 202661 tok/s cited AA · Sep 20261.1MNo training · stated2026-10-24Record · Compare
GPT-5.6 SolOpenAIproprietary$11.2578.5% vendor · Jun 202672.1% vendor · Jun 202675 tok/s cited AA · Jul 2026200KNo training · ZDR option2026-08-19Record · Compare
Sakana FuguSakana AIproprietary$11.25--95.5% vendor · Jun 2026--1MNo training · stated2026-08-30Record · Compare
Claude Fable 5Anthropicproprietary$20.0095% vendor · Jun 2026----1MNo training · ZDR option2026-09-01Record · Compare
Claude Fable 5.1Anthropicproprietary$20.00----68 tok/s cited AA · Sep 20261MNo training · ZDR option2026-09-27Record · Compare
Claude Mythos 5.1Anthropicproprietary$20.00------1MNo training · ZDR option2026-10-12Record · Compare
GPT-6 AstraOpenAIproprietary$20.00--96% vendor · Sep 202651 tok/s cited AA · Sep 20261.1MNo training · ZDR option2026-09-30Record · Compare
GPT-5.5 ProOpenAIproprietary$67.5088.7% vendor · Apr 2026----1MNo training · stated2026-08-19Record · Compare
Cohere Command A+Cohereopen source----76% cited AA · Sep 2026281 tok/s cited AA · Sep 2026128KNo training · stated2026-09-30Record · Compare
DiffusionGemma 26B-A4BGoogleopen source----73.2% vendor · Sep 2026--256KNo training · stated2026-09-27Record · Compare
Gemma 4 12BGoogle DeepMindopen source----78.8% vendor · Jun 2026--262KNo training · stated2026-09-01Record · Compare
Gemma 4 31BGoogle DeepMindopen source----85.7% vendor · Sep 202635 tok/s cited AA · Sep 2026262KNo training · stated2026-09-16Record · Compare
K-EXAONE 2.0LG AI Researchopen source--68.2% vendor · Oct 202682.2% vendor · Oct 2026--262Kstated2026-10-12Record · Compare
Kanana-2 30B-A3B InstructKakaoopen weights----52.5% vendor · Oct 2026--33Kstated2026-10-13Record · Compare
KolibriAleph Alphaopen source--66.4% vendor · Oct 202684.3% vendor · Oct 2026--1.0Mstated2026-10-05Record · Compare
Mellum2.1JetBrainsopen source--47% vendor · Oct 202664.6% vendor · Oct 2026--131KNo training · stated2026-10-20Record · Compare
MiMo-V2.6-Distill-Qwen-9BXiaomi Corporationopen source--61.1% vendor · Sep 2026------No training · stated2026-09-28Record · Compare
Muse GlimmerMeta AIopen source--76% vendor · Aug 202683.5% vendor · Aug 2026--131KNo training · stated2026-08-11Record · Compare
Muse Spark OpenMeta AIopen weights----89% vendor · Oct 2026142 tok/s cited AA · Oct 20261.0Mstated2026-10-20Record · Compare
Nemotron 3.5 Bolt 74B-A9B 24GBNVIDIAopen source----86.4% vendor · Oct 2026--262KNo training · stated2026-10-20Record · Compare
Nemotron Labs Dory 1.0 4BNVIDIAopen source--59.5% vendor · Oct 202672.4% vendor · Oct 2026--262Kstated2026-10-20Record · Compare
Olmo 3.1 32B ThinkAi2open source----57.1% independent · Oct 2026--66Kstated2026-10-03Record · Compare
Pulsar 16BMultiverse Computingopen source----71.4% vendor · Jun 20264808 tok/s cited AA1MNo training · stated2026-08-30Record · Compare
Qwen3.6-27BAlibaba Cloud (Qwen Team)open source--77.2% vendor · Apr 202687.8% vendor · Apr 202657 tok/s cited AA262KNo training · stated2026-08-11Record · Compare
Gemini NanoGoogle DeepMindproprietary$0------4KNo training · stated2026-09-01Record · Compare
Ling 3.0 Flash FinInclusionAIopen source$0------262Kstated2026-09-09Record · Compare
JevTypeSafe AIproprietary$0.032------64KNo training · ZDR option2026-10-07Record · Compare
Ministral 3 3BMistral AIopen source$0.1------256KNo training · stated2026-08-30Record · Compare
Mercury 3Inceptionproprietary$0.163------1MTrains on data · stated2026-10-22Record · Compare
MiMo-V2.6-FlashXiaomiopen source$0.175------1.0M--2026-09-22Record · Compare
Amazon Nova 2.5 SonicAmazonproprietary$0.935------256K--2026-10-20Record · Compare
Gemini 3.8 LiveGoogle DeepMindproprietary$1.69------131KNo training · ZDR option2026-09-16Record · Compare
Gemini 3.8 Flash TTSGoogle DeepMindproprietary$2.63------8KZDR option2026-10-11Record · Compare
Nano Banana 2.1Google DeepMindproprietary$3.00--------No training2026-10-15Record · Compare
Aion 3.5Aion Labsproprietary$3.75------262KNo training · 12 months2026-10-03Record · Compare
Gemini 3 Pro ImageGoogle DeepMindproprietary$4.50------66KNo training · stated2026-09-01Record · Compare
Gemini Omni 1.1 FlashGoogleproprietary$5.50------1.0M--2026-10-07Record · Compare
GPT Image 2OpenAIproprietary$13.50--------No training · ZDR option2026-08-30Record · Compare
MAI-Image-2.5Microsoft AIproprietary$15.50------32KNo training · stated2026-09-01Record · Compare
GPT-5.6-CyberOpenAIproprietary$28.13------400KNo training · stated2026-08-12Record · Compare
BosunHanno Labsopen source--------8KNo training · stated2026-08-31Record · Compare
ChatGPT Images 2.5OpenAIproprietary----------No training · ZDR option2026-09-13Record · Compare
Cohere Parse 5Cohereproprietary--------8KTrains on data · ZDR option2026-09-02Record · Compare
FLUX.2Black Forest Labsopen weights----------No training · stated2026-10-04Record · Compare
Grok Imagine Image 2.0xAIproprietary----------stated2026-09-16Record · Compare
HappyHorse 1.0Alibaba Cloudproprietary----------stated2026-09-26Record · Compare
HyperCLOVA XNaveropen weights--------128Kstated2026-09-23Record · Compare
Kling 3.0Kuaishou Technologyproprietary----------No training · stated2026-08-30Record · Compare
LFM2.5-VL-3BLiquid AIopen weights--------33KNo training · stated2026-09-20Record · Compare
LTX-2.5Lightricksopen weights----------stated2026-10-15Record · Compare
MiniMax H3MiniMaxopen weights----------stated2026-09-13Record · Compare
MiniMax Music 3.0MiniMaxopen weights----------stated2026-09-25Record · Compare
Mistral OCR 4Mistral AIproprietary----------No training · stated2026-09-29Record · Compare
Osmosis-Structure-0.6BOsmosisopen weights------------2026-09-15Record · Compare
Qwen-Image-2.1Alibaba Cloudopen weights------------2026-09-25Record · Compare
Recraft V3Recraftproprietary----------No training · stated2026-08-14Record · Compare
Recraft V4.1Recraftproprietary----------No training · stated2026-10-07Record · Compare
Riverflow 2.0 ProSourcefulproprietary--------8KNo training · stated2026-08-30Record · Compare
Seedance 2.5ByteDanceproprietary------------2026-09-14Record · Compare
SeedRealtimeByteDanceproprietary----------stated2026-10-11Record · Compare
Strands Decider 2BAmazonopen source----------No training · stated2026-10-16Record · Compare
Suno V6Sunoproprietary----------Trains on data · stated2026-09-13Record · Compare
Wan-Animate-2Alibaba Cloudopen source----------No training · stated2026-09-28Record · Compare
WeatherNext 3Google DeepMindproprietary----------No training2026-09-07Record · Compare

-- not published by the vendor or its evaluators · * partial figure

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