MMODELYST
Capability × cost × speed

Frontier

Capability = Modelyst cross-benchmark percentile · price & speed = Artificial Analysis medians · verified Jun 15, 2026 · methodology
The efficient frontier — capability vs price
112 models · hover a point · click to open
$0.1$1$1020406080100blended price, USD per 1M tokens (log)capability scoreGPT-5.5 · OpenAI — $11.25, 97Claude Fable 5 · Anthropic — $20, 95Gemini 3.5 Flash · Google — $3.38, 95GPT-5.2 · OpenAI — $4.81, 95GPT-5.4 · OpenAI — $5.63, 95GPT-5.2 Codex · OpenAI — $4.81, 95Gemini 3 Pro Preview · Google — $4.5, 95GPT-5.3 Codex · OpenAI — $4.81, 94Gemini 3 Flash Preview · Google — $1.13, 94Grok 4.3 · xAI — $1.56, 94Claude Opus 4.8 · Anthropic — $10, 93GPT-5.1 · OpenAI — $3.44, 93Claude Opus 4.5 · Anthropic — $10, 93Grok 4.20 0309 · xAI — $3, 92GPT-5 · OpenAI — $3.44, 92Claude Opus 4.7 · Anthropic — $10, 92GPT-5.4 mini · OpenAI — $1.69, 91GPT-5 Codex · OpenAI — $3.44, 91Claude Opus 4.6 · Anthropic — $10, 91Grok 4.20 0309 v2 · xAI — $3, 91Gemini 2.5 Pro Preview (May' 25) · Google — $3.44, 91GPT-5.1 Codex · OpenAI — $3.44, 89o3 · OpenAI — $3.5, 89Grok 4 · xAI — $11, 89MiMo-V2-Pro · Xiaomi — $1.5, 89Claude Sonnet 4.6 · Anthropic — $6, 88GPT-5 mini · OpenAI — $0.688, 87MiMo-V2.5 · Xiaomi — $0.175, 87Step 3.7 Flash · StepFun — $0.438, 86GPT-5.1 Codex mini · OpenAI — $0.688, 85KAT Coder Pro V2 · KwaiKAT — $0.525, 85Claude 4.5 Sonnet · Anthropic — $6, 85KAT-Coder-Pro V1 · KwaiKAT — $0.525, 84MiMo-V2-Flash (Feb 2026) · Xiaomi — $0.15, 84MiMo-V2-Omni-0327 · Xiaomi — $0.8, 84o4-mini · OpenAI — $1.93, 84GPT-5.5 Instant (May 2026) · OpenAI — $11.25, 84Nova 2.0 Pro Preview · Amazon — $3.44, 84Gemini 2.5 Pro · Google — $3.44, 83Grok 4 Fast · xAI — $0.275, 83Claude 4.1 Opus · Anthropic — $30, 81Ring-2.6-1T · InclusionAI — $0.85, 81Step 3.5 Flash · StepFun — $0.15, 80Step 3.5 Flash 2603 · StepFun — $0.15, 80Gemini 3.1 Flash-Lite · Google — $0.563, 80Nova 2.0 Lite · Amazon — $0.85, 79Grok 3 mini Reasoning · xAI — $0.35, 79Claude 4 Sonnet · Anthropic — $6, 79Claude 4.5 Haiku · Anthropic — $2, 78Claude 4 Opus · Anthropic — $30, 76o1 · OpenAI — $26.25, 76Mercury 2 · Inception — $0.375, 75o3-mini · OpenAI — $1.93, 75Gemini 2.5 Flash · Google — $0.85, 75Trinity Large Thinking · Arcee AI — $0.395, 73Nova 2.0 Omni · Amazon — $0.85, 72Cogito v2.1 · Deep Cogito — $1.25, 72Magistral Medium 1.2 · Mistral — $2.75, 72Ling-2.6-1T · InclusionAI — $0.85, 72Seed-OSS-36B-Instruct · ByteDance Seed — $0.3, 71Gemini 2.5 Flash-Lite Preview (Sep '25) · Google — $0.175, 66Claude 3.5 Sonnet · Anthropic — $6, 65GPT-4.1 · OpenAI — $3.5, 64Grok 3 · xAI — $8, 64Ling 2.6 Flash · InclusionAI — $0.15, 63GPT-5 (ChatGPT) · OpenAI — $3.44, 62Magistral Small 1.2 · Mistral — $0.75, 62GPT-4.1 mini · OpenAI — $0.7, 62Gemini 2.5 Flash-Lite · Google — $0.175, 59Claude 3.5 Sonnet (June '24) · Anthropic — $6, 58GPT-4o (May '24) · OpenAI — $7.5, 57Ring-flash-2.0 · InclusionAI — $0.247, 57Ling-flash-2.0 · InclusionAI — $0.247, 55Gemini 2.0 Flash (Feb '25) · Google — $0.262, 55GPT-3.5 Turbo · OpenAI — $0.75, 55Nova Premier · Amazon — $5, 51GPT-4o · OpenAI — $4.38, 51Claude 3 Opus · Anthropic — $30, 48Ministral 3 14B · Mistral — $0.2, 47GPT-4 Turbo · OpenAI — $15, 47Claude 3.5 Haiku · Anthropic — $1.6, 46Jamba 1.6 Large · AI21 Labs — $3.5, 46Sarvam 105B · Sarvam — $0.074, 46GPT-4o mini · OpenAI — $0.262, 45Jamba 1.5 Large · AI21 Labs — $3.5, 45Claude 3 Sonnet · Anthropic — $6, 45Ministral 3 8B · Mistral — $0.15, 44Devstral Medium · Mistral — $0.8, 44Pixtral Large · Mistral — $3, 44GPT-4.1 nano · OpenAI — $0.175, 44GPT-4o (Nov '24) · OpenAI — $4.38, 44Devstral Small (Jul '25) · Mistral — $0.15, 43Reka Flash 3 · Reka AI — $0.35, 42Nova Pro · Amazon — $1.4, 41Nova Lite · Amazon — $0.105, 39Ministral 3 3B · Mistral — $0.1, 38Jamba 1.7 Large · AI21 Labs — $3.5, 36Nova Micro · Amazon — $0.061, 34Jamba 1.5 Mini · AI21 Labs — $0.25, 32Claude 3 Haiku · Anthropic — $0.5, 31Jamba 1.6 Mini · AI21 Labs — $0.25, 30LFM2 24B A2B · Liquid AI — $0.052, 29Apertus 70B Instruct · Swiss AI Initiative — $1.34, 26Apertus 8B Instruct · Swiss AI Initiative — $0.125, 24Solar Mini · Upstage — $0.15, 16Sarvam 30B · Sarvam — $0.047, 39HyperNova 60B 2605 · Multiverse Computing — $0.065, 70GPT-5 nano · OpenAI — $0.138, 73MiMo-V2-Flash · Xiaomi — $0.15, 88GPT-5.4 nano · OpenAI — $0.463, 89MiMo-V2.5-Pro · Xiaomi — $0.544, 96Gemini 3.1 Pro Preview · Google — $4.5, 98Gemini 3.1 Pro PreviewGPT-5.4 nanoGPT-5 nanoSarvam 30B
on the frontier — nothing is both cheaper and bettereverything else
Up and to the left wins: the gold staircase is the set of models nothing beats on both price and capability at once.
The race — capability over time
gold = set a new record on release
20242024.0620252025.0620262026.0620406080100release datecapability scoreGPT-5.5 · OpenAI — 2026.04, 97MiMo-V2.5-Pro · Xiaomi — 2026.04, 96Claude Fable 5 · Anthropic — 2026.05, 95Gemini 3.5 Flash · Google — 2026.05, 95GPT-5.4 · OpenAI — 2026.02, 95GPT-5.2 Codex · OpenAI — 2025.11, 95GPT-5.3 Codex · OpenAI — 2026.01, 94Gemini 3 Flash Preview · Google — 2025.12, 94Grok 4.3 · xAI — 2026.04, 94Claude Opus 4.8 · Anthropic — 2026.05, 93Claude Opus 4.5 · Anthropic — 2025.11, 93Grok 4.20 0309 · xAI — 2026.02, 92Claude Opus 4.7 · Anthropic — 2026.04, 92GPT-5.4 mini · OpenAI — 2026.03, 91GPT-5 Codex · OpenAI — 2025.09, 91Claude Opus 4.6 · Anthropic — 2026.01, 91Grok 4.20 0309 v2 · xAI — 2026.03, 91GPT-5.1 Codex · OpenAI — 2025.10, 89Grok 4 · xAI — 2025.06, 89GPT-5.4 nano · OpenAI — 2026.03, 89MiMo-V2-Pro · Xiaomi — 2026.03, 89Claude Sonnet 4.6 · Anthropic — 2026.02, 88MiMo-V2-Flash · Xiaomi — 2025.12, 88GPT-5 mini · OpenAI — 2025.07, 87MiMo-V2.5 · Xiaomi — 2026.04, 87Step 3.7 Flash · StepFun — 2026.05, 86GPT-5.1 Codex mini · OpenAI — 2025.10, 85KAT Coder Pro V2 · KwaiKAT — 2026.03, 85Claude 4.5 Sonnet · Anthropic — 2025.09, 85KAT-Coder-Pro V1 · KwaiKAT — 2025.10, 84MiMo-V2-Flash (Feb 2026) · Xiaomi — 2025.12, 84MiMo-V2-Omni-0327 · Xiaomi — 2026.03, 84o4-mini · OpenAI — 2025.04, 84GPT-5.5 Instant (May 2026) · OpenAI — 2026.04, 84Nova 2.0 Pro Preview · Amazon — 2025.11, 84Gemini 2.5 Pro · Google — 2025.05, 83Grok 4 Fast · xAI — 2025.09, 83MiMo-V2-Omni · Xiaomi — 2026.03, 81Claude 4.1 Opus · Anthropic — 2025.07, 81Ring-2.6-1T · InclusionAI — 2026.04, 81Step 3.5 Flash · StepFun — 2026.01, 80Step 3.5 Flash 2603 · StepFun — 2026.03, 80Gemini 3.1 Flash-Lite · Google — 2026.02, 80Nova 2.0 Lite · Amazon — 2025.10, 79Claude 4 Sonnet · Anthropic — 2025.05, 79Claude 4.5 Haiku · Anthropic — 2025.09, 78Claude 4 Opus · Anthropic — 2025.05, 76Mercury 2 · Inception — 2026.02, 75o3-mini · OpenAI — 2025.01, 75Gemini 2.5 Flash · Google — 2025.05, 75GPT-5 nano · OpenAI — 2025.07, 73Trinity Large Thinking · Arcee AI — 2026.03, 73Nova 2.0 Omni · Amazon — 2025.11, 72Cogito v2.1 · Deep Cogito — 2025.11, 72Magistral Medium 1.2 · Mistral — 2025.09, 72Ling-2.6-1T · InclusionAI — 2026.04, 72Seed-OSS-36B-Instruct · ByteDance Seed — 2025.08, 71HyperNova 60B 2605 · Multiverse Computing — 2026.05, 70North Mini Code · Cohere — 2026.05, 69Gemini 2.5 Flash-Lite Preview (Sep '25) · Google — 2025.08, 66GPT-4.1 · OpenAI — 2025.03, 64Grok 3 · xAI — 2025.02, 64Ling 2.6 Flash · InclusionAI — 2026.04, 63GPT-5 (ChatGPT) · OpenAI — 2025.07, 62Magistral Small 1.2 · Mistral — 2025.09, 62GPT-4.1 mini · OpenAI — 2025.03, 62Gemini 2.5 Flash-Lite · Google — 2025.06, 59Ring-flash-2.0 · InclusionAI — 2025.09, 57Ling-flash-2.0 · InclusionAI — 2025.09, 55Gemini 2.0 Flash (Feb '25) · Google — 2025.01, 55Devstral 2 · Mistral — 2025.11, 53Nova Premier · Amazon — 2025.04, 51GPT-4o · OpenAI — 2024.07, 51Devstral Small 2 · Mistral — 2025.11, 48Ministral 3 14B · Mistral — 2025.11, 47Claude 3.5 Haiku · Anthropic — 2024.10, 46Jamba 1.6 Large · AI21 Labs — 2025.02, 46Sarvam 105B · Sarvam — 2026.02, 46GPT-4o mini · OpenAI — 2024.07, 45Jamba 1.5 Large · AI21 Labs — 2024.08, 45Claude 3 Sonnet · Anthropic — 2024.02, 45Ministral 3 8B · Mistral — 2025.11, 44Devstral Medium · Mistral — 2025.06, 44Pixtral Large · Mistral — 2024.11, 44GPT-4.1 nano · OpenAI — 2025.03, 44GPT-4o (Nov '24) · OpenAI — 2024.11, 44Devstral Small (Jul '25) · Mistral — 2025.06, 43Reka Flash 3 · Reka AI — 2025.02, 42Nova Pro · Amazon — 2024.11, 41LFM2.5-8B-A1B · Liquid AI — 2026.05, 40Sarvam 30B · Sarvam — 2026.02, 39Nova Lite · Amazon — 2024.11, 39Ministral 3 3B · Mistral — 2025.11, 38Jamba 1.7 Large · AI21 Labs — 2025.06, 36Nova Micro · Amazon — 2024.11, 34Jamba 1.5 Mini · AI21 Labs — 2024.08, 32LFM2.5-1.2B-Instruct · Liquid AI — 2026, 31Claude 3 Haiku · Anthropic — 2024.02, 31Jamba 1.6 Mini · AI21 Labs — 2025.02, 30LFM2 24B A2B · Liquid AI — 2026.02, 29Apertus 70B Instruct · Swiss AI Initiative — 2025.08, 26LFM2.5-VL-1.6B · Liquid AI — 2026, 25Apertus 8B Instruct · Swiss AI Initiative — 2025.08, 24LFM2 2.6B · Liquid AI — 2025.09, 20LFM2 1.2B · Liquid AI — 2025.06, 19Solar Mini · Upstage — 2024.01, 16Claude 3 Opus · Anthropic — 2024.02, 48GPT-4o (May '24) · OpenAI — 2024.04, 57Claude 3.5 Sonnet (June '24) · Anthropic — 2024.06, 58Claude 3.5 Sonnet · Anthropic — 2024.10, 65o1 · OpenAI — 2024.11, 76Grok 3 mini Reasoning · xAI — 2025.02, 79o3 · OpenAI — 2025.04, 89Gemini 2.5 Pro Preview (May' 25) · Google — 2025.04, 91GPT-5 · OpenAI — 2025.07, 92GPT-5.1 · OpenAI — 2025.10, 93Gemini 3 Pro Preview · Google — 2025.11, 95GPT-5.2 · OpenAI — 2025.11, 95Gemini 3.1 Pro Preview · Google — 2026.02, 98Gemini 3.1 Pro PreviewGPT-5.1Grok 3 mini ReasoningClaude 3.5 SonnetClaude 3.5 Sonnet (June '24)Claude 3 OpusSolar Mini
Throughput value — output speed vs price
89 models
$0.1$1$100200400600800100012001400blended price, USD per 1M tokens (log)output tokens / secondGemini 3.1 Pro Preview · Google — $4.5, 142GPT-5.5 · OpenAI — $11.25, 78MiMo-V2.5-Pro · Xiaomi — $0.544, 43Claude Fable 5 · Anthropic — $20, 77Gemini 3.5 Flash · Google — $3.38, 227GPT-5.2 · OpenAI — $4.81, 93GPT-5.4 · OpenAI — $5.63, 203GPT-5.2 Codex · OpenAI — $4.81, 154GPT-5.3 Codex · OpenAI — $4.81, 116Gemini 3 Flash Preview · Google — $1.13, 226Grok 4.3 · xAI — $1.56, 189Claude Opus 4.8 · Anthropic — $10, 66GPT-5.1 · OpenAI — $3.44, 133Claude Opus 4.5 · Anthropic — $10, 70Grok 4.20 0309 · xAI — $3, 213GPT-5 · OpenAI — $3.44, 124Claude Opus 4.7 · Anthropic — $10, 58GPT-5.4 mini · OpenAI — $1.69, 193GPT-5 Codex · OpenAI — $3.44, 198Claude Opus 4.6 · Anthropic — $10, 58Grok 4.20 0309 v2 · xAI — $3, 221GPT-5.1 Codex · OpenAI — $3.44, 218o3 · OpenAI — $3.5, 166GPT-5.4 nano · OpenAI — $0.463, 159MiMo-V2-Pro · Xiaomi — $1.5, 41Claude Sonnet 4.6 · Anthropic — $6, 74MiMo-V2-Flash · Xiaomi — $0.15, 154GPT-5 mini · OpenAI — $0.688, 93MiMo-V2.5 · Xiaomi — $0.175, 81Step 3.7 Flash · StepFun — $0.438, 407GPT-5.1 Codex mini · OpenAI — $0.688, 219KAT Coder Pro V2 · KwaiKAT — $0.525, 119Claude 4.5 Sonnet · Anthropic — $6, 59KAT-Coder-Pro V1 · KwaiKAT — $0.525, 119MiMo-V2-Flash (Feb 2026) · Xiaomi — $0.15, 158MiMo-V2-Omni-0327 · Xiaomi — $0.8, 80o4-mini · OpenAI — $1.93, 191Nova 2.0 Pro Preview · Amazon — $3.44, 141Gemini 2.5 Pro · Google — $3.44, 152Claude 4.1 Opus · Anthropic — $30, 43Ring-2.6-1T · InclusionAI — $0.85, 135Step 3.5 Flash · StepFun — $0.15, 170Step 3.5 Flash 2603 · StepFun — $0.15, 169Gemini 3.1 Flash-Lite · Google — $0.563, 325Nova 2.0 Lite · Amazon — $0.85, 187Grok 3 mini Reasoning · xAI — $0.35, 62Claude 4 Sonnet · Anthropic — $6, 62Claude 4.5 Haiku · Anthropic — $2, 168Claude 4 Opus · Anthropic — $30, 44o1 · OpenAI — $26.25, 131o3-mini · OpenAI — $1.93, 229Gemini 2.5 Flash · Google — $0.85, 219GPT-5 nano · OpenAI — $0.138, 162Trinity Large Thinking · Arcee AI — $0.395, 188Cogito v2.1 · Deep Cogito — $1.25, 80Magistral Medium 1.2 · Mistral — $2.75, 42Seed-OSS-36B-Instruct · ByteDance Seed — $0.3, 25GPT-4.1 · OpenAI — $3.5, 149GPT-5 (ChatGPT) · OpenAI — $3.44, 202Magistral Small 1.2 · Mistral — $0.75, 110GPT-4.1 mini · OpenAI — $0.7, 102Gemini 2.5 Flash-Lite · Google — $0.175, 294GPT-4o (May '24) · OpenAI — $7.5, 107Ling-flash-2.0 · InclusionAI — $0.247, 73GPT-3.5 Turbo · OpenAI — $0.75, 149Nova Premier · Amazon — $5, 80GPT-4o · OpenAI — $4.38, 127Ministral 3 14B · Mistral — $0.2, 103GPT-4 Turbo · OpenAI — $15, 33Jamba 1.6 Large · AI21 Labs — $3.5, 55Sarvam 105B · Sarvam — $0.074, 104GPT-4o mini · OpenAI — $0.262, 65Ministral 3 8B · Mistral — $0.15, 109Devstral Medium · Mistral — $0.8, 59Pixtral Large · Mistral — $3, 63GPT-4.1 nano · OpenAI — $0.175, 162GPT-4o (Nov '24) · OpenAI — $4.38, 200Devstral Small (Jul '25) · Mistral — $0.15, 69Reka Flash 3 · Reka AI — $0.35, 90Nova Lite · Amazon — $0.105, 179Ministral 3 3B · Mistral — $0.1, 181Jamba 1.7 Large · AI21 Labs — $3.5, 56Jamba 1.6 Mini · AI21 Labs — $0.25, 176LFM2 24B A2B · Liquid AI — $0.052, 133Solar Mini · Upstage — $0.15, 75Sarvam 30B · Sarvam — $0.047, 240Nova Micro · Amazon — $0.061, 311HyperNova 60B 2605 · Multiverse Computing — $0.065, 347Mercury 2 · Inception — $0.375, 1344Mercury 2HyperNova 60B 2605Sarvam 30B

On the frontier · 7

cheapest → most capable
ModelCap$/1Mtok/sWeights
Sarvam 30B
Sarvam
38.9$0.047240
HyperNova 60B 2605
Multiverse Computing
69.8$0.065347
GPT-5 nano
OpenAI
72.6$0.138162
MiMo-V2-Flash
Xiaomi
87.7$0.15154
GPT-5.4 nano
OpenAI
88.8$0.463159
MiMo-V2.5-Pro
Xiaomi
95.5$0.54443
Gemini 3.1 Pro Preview
Google
97.9$4.5142

Every point links to the model's page — scores with sources, latency, and the research behind it. Compare any of them head-to-head on Compare.

Workload cost calculator

Tokens per task × tasks per day → what each model actually costs to run, and how long a task takes.

Presets
ModelCap$ / task$ / daytime / task
Qwen3.5 0.8BAlibaba19$0$0.17515s
Gemma 3n E4B InstructGoogle32$0.0001$0.268.0s
Qwen3.5 2BAlibaba37$0.0001$0.3515s
Sarvam 30BSarvam39$0.0001$0.4252.4s
LFM2 24B A2BLiquid AI29$0.0001$0.482.5s
Gemma 3 4B InstructGoogle30$0.0001$0.52
Qwen3.5 4BAlibaba65$0.0001$0.52514s
Nova MicroAmazon34$0.0001$0.561.6s
Llama 3.2 Instruct 1BMeta16$0.0001$0.5754.0s
HyperNova 60B 2605Multiverse Computing70$0.0001$0.611.4s
NVIDIA-Nemotron-Nano-9B-v2nvidia49$0.0001$0.6419s
Granite 4.1 8BIBM35$0.0001$0.652.9s

Price arithmetic from live per-token prices (Artificial Analysis medians) — not a measured task benchmark. Time per task = latency + output tokens ÷ speed; ignores caching, rate limits and retries. For reasoning models, latency includes thinking time.