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Model Pareto

GPT-5.4 nano

OpenAIProprietaryartificialanalysis.ai ↗
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Input
$0.20/M tok
Output
$1.25/M tok
Blended
$0.463/M tok · 3:1
Speed
165tok/s
Context
400Ktokens

Long-tail import from Artificial Analysis (2026-09-24); AA variant: GPT-5.4 nano (xhigh). Price = AA median host price.

Rankings

Benchmark scores

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

Coding

SWE-bench VerifiedEstimated
~#9 of 14 (estimated)~75.7%
  1. #1Claude Opus 596.0%
  2. #2Claude Sonnet 585.2%
  3. #8Muse Glimmer76.0%
  4. ~#9GPT-5.4 nanoEstimated75.7%
  5. #9Xing4.0-29B-A4B75.0%
No published score — estimated from related benchmarks
SWE-bench Pro (Public)Estimated
~#14 of 19 (estimated)~54.8%
  1. #1Claude Opus 5.589.9%
  2. #2Claude Sonnet 5.581.3%
  3. #13Hy357.9%
  4. ~#14GPT-5.4 nanoEstimated54.8%
  5. #14Inkling54.3%
No published score — estimated from related benchmarks
DeepSWE v1.1Estimated
~#27 of 31 (estimated)~53.1%
  1. #1DeepSeek V4.1 Flash74.2%
  2. #2Grok 4.772.6%
  3. #26Nex-N2.5-Pro55.8%
  4. ~#27GPT-5.4 nanoEstimated53.1%
  5. #27Qwen3.8 Max (0902)51.0%
No published score — estimated from related benchmarks
LiveCodeBenchEstimated
~#8 of 20 (estimated)~73.6%
  1. #1Qwen3.8-Omni-Flash92.6%
  2. #2Qwen3.8 Flash-Next91.9%
  3. #7gpt-oss-20b77.7%
  4. ~#8GPT-5.4 nanoEstimated73.6%
  5. #8Mistral Small 464.0%
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. ~#15GPT-5.4 nanoEstimated<41.1
No published score — estimated from related benchmarks

Writing & chat

MMMLUEstimated
~#3 of 5 (estimated)~85.0%
  1. #1Gemini 3.1 Pro92.6%
  2. #2Gemma 4 31B88.4%
  3. ~#3GPT-5.4 nanoEstimated85.0%
  4. #3Claude Haiku 4.583.0%
No published score — estimated from related benchmarks
LMArena Text, Non-English (Elo)Verified
#39 of 531387 Elo
  1. #1Claude Opus 5.51501
  2. #2Claude Fable 5.1Few votes1496
  3. #38Claude Haiku 4.51395
  4. #39GPT-5.4 nano1387
  5. #40Qwen3 Next 80B A3B Instruct1386
lmarena.ai · 2026-09-13
LMArena Text (Elo)Verified
#39 of 531402 Elo
  1. #1Claude Opus 5.51509
  2. #2Claude Fable 5.11501
  3. #38Mistral Large 31413
  4. #39GPT-5.4 nano1402
  5. #40Qwen3 Next 80B A3B Instruct1399
lmarena.ai · 2026-09-13
EQ-Bench Creative Writing v3 (Elo)Estimated
~#17 of 26 (estimated)~1674 Elo
  1. #1GPT-6 Astra2173
  2. #2Claude Fable 5.12162
  3. #16Nemotron 3 Ultra1692
  4. ~#17GPT-5.4 nanoEstimated1674
  5. #17Qwen3.8 27B1671
No published score — estimated from related benchmarks

Vision

MMMUEstimated
~#2 of 3 (estimated)~71.3%
  1. #1Claude Haiku 4.573.2%
  2. ~#2GPT-5.4 nanoEstimated71.3%
  3. #2Llama 4 Maverick69.4%
No published score — estimated from related benchmarks
CharXiv ReasoningEstimated
~#8 of 9 (estimated)~75.2%
  1. #1Gemini 3.8 Flash86.2%
  2. #2Kimi K384.8%
  3. #7Claude Sonnet 577.0%
  4. ~#8GPT-5.4 nanoEstimated75.2%
  5. #8Gemini 3.5 Flash-Lite74.5%
No published score — estimated from related benchmarks
OmniDocBench v1.5Estimated
~#5 of 8 (estimated)~81.7%
  1. #1MiniMax-M391.6%
  2. #2Kimi K391.1%
  3. #4Gemini 3.1 Pro85.3%
  4. ~#5GPT-5.4 nanoEstimated81.7%
  5. #5Claude Haiku 4.579.6%
No published score — estimated from related benchmarks
ChartographyEstimated
~#23 of 23 (estimated)~8.9%
  1. #1GPT-6 Astra71.0%
  2. #2Claude Opus 5.566.3%
  3. #22Mistral Large 39.0%
  4. ~#23GPT-5.4 nanoEstimated8.9%
No published score — estimated from related benchmarks

Hard reasoning

AIME (latest)Estimated
~#6 of 25 (estimated)~89.8%
  1. #1Inkling97.1%
  2. #2Muse Glimmer94.7%
  3. #5Xing4.0-29B-A4B90.0%
  4. ~#6GPT-5.4 nanoEstimated89.8%
  5. #6gpt-oss-20b89.3%
No published score — estimated from related benchmarks

Agents

OSWorld-VerifiedEstimated
~#10 of 12 (estimated)~67.7%
  1. #1Kimi K384.8%
  2. #2Qwen3.8 27B84.3%
  3. #9Nex-N2.5-Mini71.2%
  4. ~#10GPT-5.4 nanoEstimated67.7%
  5. #10Muse Glimmer65.9%
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. ~#5GPT-5.4 nanoEstimated<47.5%
No published score — estimated from related benchmarks
BrowseCompEstimated
~#15 of 18 (estimated)~65.3%
  1. #1Atria Dawn Preview92.5%
  2. #2GPT-6 Astra91.5%
  3. #14Inkling77.1%
  4. ~#15GPT-5.4 nanoEstimated65.3%
  5. #15Mistral Medium 3.548.6%
No published score — estimated from related benchmarks