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Model Pareto

Llama 4 Maverick

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Input
$0.26/M tok
Output
$0.91/M tok
Blended
$0.422/M tok · 3:1
Speed
114tok/s
Context
1Mtokens

Previous-generation open-weights model, for context. Price is the median third-party host price.

Rankings

Self-hostingEstimated

How we estimate →

What it would cost to run these open weights yourself on rented GPUs, compared with the API price above.

Hardware
8× H200 141GB
FP8 weights
Throughput
~25,249 tok/s
many requests batched
Price
$0.14–1.17 /M tok
busy → light use
On your own machine
Mac Studio M5 Ultra 512GB (int4, ~99 tok/s single-stream)
single consumer GPU or Mac
Assumptions (5)
  • FP8 weights (401.6B params, 17B active per token) + 40% KV-cache headroom ≈ 562 GB
  • 8× H200 141GB at $3.59–$7.91/GPU-hour on-demand (2026-09-24)
  • ~25,249 output tok/s aggregate at batch 908 (bandwidth-bound); MoE compute scales with active params
  • Blended 3:1 input:output; prefill ~220,018 tok/s
  • Low = 75% utilization at the low GPU price; high = 20% at the high price

Benchmark scores

~ italic, dashed = no published score yet, estimated from related benchmarks.

Coding

SWE-bench Pro (Public)Estimated
~#18 of 19 (estimated)~46.3%
  1. #1Claude Opus 5.589.9%
  2. #2Claude Sonnet 5.581.3%
  3. #17Muse Glimmer51.2%
  4. ~#18Llama 4 MaverickEstimated46.3%
  5. #18Nex-N2.5-Mini43.8%
No published score — estimated from related benchmarks
DeepSWE v1.1Estimated
~#29 of 31 (estimated)~40.8%
  1. #1DeepSeek V4.1 Flash74.2%
  2. #2Grok 4.772.6%
  3. #28Qwen3.8 27B42.2%
  4. ~#29Llama 4 MaverickEstimated40.8%
  5. #29Nex-N2.5-Mini36.1%
No published score — estimated from related benchmarks
AA Coding Agent IndexEstimated
~last of 15 (estimated)below measured range (<41.1)
  1. #1Claude Opus 5.566.0
  2. #2Claude Fable 5.162.2
  3. #14GPT-6 Luna41.1
  4. ~#15Llama 4 MaverickEstimated<41.1
No published score — estimated from related benchmarks

Writing & chat

MMMLUEstimated
~last of 5 (estimated)below measured range (<81.3%)
  1. #1Gemini 3.1 Pro92.6%
  2. #2Gemma 4 31B88.4%
  3. #4gpt-oss-120b81.3%
  4. ~#5Llama 4 MaverickEstimated<81.3%
No published score — estimated from related benchmarks
LMArena Text, Non-English (Elo)Verified
#45 of 531311 Elo
  1. #1Claude Opus 5.51501
  2. #2Claude Fable 5.1Few votes1496
  3. #44INTELLECT-3Few votes1327
  4. #45Llama 4 Maverick1311
  5. #46Llama 3.1 Nemotron Ultra 253B v1Few votes1306
lmarena.ai · 2026-09-24
LMArena Text (Elo)Verified
#47 of 531327 Elo
  1. #1Claude Opus 5.51509
  2. #2Claude Fable 5.11501
  3. #46Olmo 3.1 32B Instruct1330
  4. #47Llama 4 Maverick1327
  5. #48Molmo2-8BFew votes1322
lmarena.ai · 2026-09-24

Vision

CharXiv ReasoningEstimated
~last of 9 (estimated)below measured range (<74.5%)
  1. #1Gemini 3.8 Flash86.2%
  2. #2Kimi K384.8%
  3. #8Gemini 3.5 Flash-Lite74.5%
  4. ~#9Llama 4 MaverickEstimated<74.5%
No published score — estimated from related benchmarks
OmniDocBench v1.5Estimated
~last of 8 (estimated)below measured range (<75.8%)
  1. #1MiniMax-M391.6%
  2. #2Kimi K391.1%
  3. #7Muse Glimmer75.8%
  4. ~#8Llama 4 MaverickEstimated<75.8%
No published score — estimated from related benchmarks
GDP.pdf (AA)Estimated
~#36 of 43 (estimated)~2.6%
  1. #1GPT-6 Astra31.0%
  2. #2Muse Spark 1.326.6%
  3. #35Mistral Medium 3.52.8%
  4. ~#36Llama 4 MaverickEstimated2.6%
  5. #36Ministral 3 14B1.2%
No published score — estimated from related benchmarks
ChartographyEstimated
~last of 23 (estimated)below measured range (<9.0%)
  1. #1GPT-6 Astra71.0%
  2. #2Claude Opus 5.566.3%
  3. #22Mistral Large 39.0%
  4. ~#23Llama 4 MaverickEstimated<9.0%
No published score — estimated from related benchmarks

Hard reasoning

AA Intelligence IndexEstimated
~#63 of 75 (estimated)~9.7
  1. #1Claude Opus 5.557.6
  2. #2Claude Sonnet 5.556.0
  3. #62North Mini Code9.9
  4. ~#63Llama 4 MaverickEstimated9.7
  5. #63Mistral Large 39.3
No published score — estimated from related benchmarks

Agents

OSWorld-VerifiedEstimated
~#11 of 12 (estimated)~58.9%
  1. #1Kimi K384.8%
  2. #2Qwen3.8 27B84.3%
  3. #10Muse Glimmer65.9%
  4. ~#11Llama 4 MaverickEstimated58.9%
  5. #11Claude Haiku 4.550.7%
No published score — estimated from related benchmarks
OSWorld 2.0Estimated
~last of 5 (estimated)below measured range (<47.5%)
  1. #1GLM-5.3 Flash59.1%
  2. #2Kimi K358.3%
  3. #4GPT-5.547.5%
  4. ~#5Llama 4 MaverickEstimated<47.5%
No published score — estimated from related benchmarks
BrowseCompEstimated
~#16 of 18 (estimated)~45.5%
  1. #1Atria Dawn Preview92.5%
  2. #2GPT-6 Astra91.5%
  3. #15Mistral Medium 3.548.6%
  4. ~#16Llama 4 MaverickEstimated45.5%
  5. #16Nemotron 3 Ultra44.4%
No published score — estimated from related benchmarks
GDPval-AA (Elo)Estimated
~#76 of 87 (estimated)~339 Elo
  1. #1Claude Opus 5.51846
  2. #2Claude Fable 5.11735
  3. #75Mistral Small 4349
  4. ~#76Llama 4 MaverickEstimated339
  5. #76gpt-oss-20b327
No published score — estimated from related benchmarks