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Model Pareto

GPT-5.4 mini

OpenAIProprietaryartificialanalysis.ai ↗
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Input
$0.75/M tok
Output
$4.50/M tok
Blended
$1.688/M tok · 3:1
Speed
217tok/s
Context
400Ktokens

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

Rankings

Benchmark scores

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

Coding

SWE-bench VerifiedEstimated
~#5 of 14 (estimated)~78.6%
  1. #1Claude Opus 596.0%
  2. #2Claude Sonnet 585.2%
  3. #4MiniMax-M380.5%
  4. ~#5GPT-5.4 miniEstimated78.6%
  5. #5Hy378.0%
No published score — estimated from related benchmarks
SWE-bench Pro (Public)Estimated
~#13 of 19 (estimated)~57.9%
  1. #1Claude Opus 5.589.9%
  2. #2Claude Sonnet 5.581.3%
  3. #12GPT-5.558.6%
  4. ~#13GPT-5.4 miniEstimated57.9%
  5. #13Hy357.9%
No published score — estimated from related benchmarks
DeepSWE v1.1Estimated
~#25 of 31 (estimated)~56.9%
  1. #1DeepSeek V4.1 Flash74.2%
  2. #2Grok 4.772.6%
  3. #24DeepSeek V4 Pro (0813)57.2%
  4. ~#25GPT-5.4 miniEstimated56.9%
  5. #25Qwen3.8 2.4T A95B56.6%
No published score — estimated from related benchmarks
LiveCodeBenchEstimated
~#6 of 20 (estimated)~80.5%
  1. #1Qwen3.8-Omni-Flash92.6%
  2. #2Qwen3.8 Flash-Next91.9%
  3. #5gpt-oss-120b87.8%
  4. ~#6GPT-5.4 miniEstimated80.5%
  5. #6Gemma 4 31B80.0%
No published score — estimated from related benchmarks
AA Coding Agent IndexEstimated
~#15 of 15 (estimated)~41.0
  1. #1Claude Opus 5.566.0
  2. #2Claude Fable 5.162.2
  3. #14GPT-6 Luna41.1
  4. ~#15GPT-5.4 miniEstimated41.0
No published score — estimated from related benchmarks

Writing & chat

MMMLUEstimated
~#3 of 5 (estimated)~88.1%
  1. #1Gemini 3.1 Pro92.6%
  2. #2Gemma 4 31B88.4%
  3. ~#3GPT-5.4 miniEstimated88.1%
  4. #3Claude Haiku 4.583.0%
No published score — estimated from related benchmarks
LMArena Text, Non-English (Elo)Verified
#23 of 531439 Elo
  1. #1Claude Opus 5.51501
  2. #2Claude Fable 5.1Few votes1496
  3. #22Hy31440
  4. #23GPT-5.4 mini1439
  5. #24Gemma 4 31BFew votes1437
lmarena.ai · 2026-09-13
LMArena Text (Elo)Verified
#24 of 531448 Elo
  1. #1Claude Opus 5.51509
  2. #2Claude Fable 5.11501
  3. #23Gemma 4 31B1451
  4. #24GPT-5.4 mini1448
  5. #25GPT-6 Luna1442
lmarena.ai · 2026-09-13
EQ-Bench Creative Writing v3 (Elo)Estimated
~#13 of 26 (estimated)~1835 Elo
  1. #1GPT-6 Astra2173
  2. #2Claude Fable 5.12162
  3. #12Qwen3.8 2.4T A95B1843
  4. ~#13GPT-5.4 miniEstimated1835
  5. #13Muse Glimmer1798
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 miniEstimated71.3%
  3. #2Llama 4 Maverick69.4%
No published score — estimated from related benchmarks
CharXiv ReasoningEstimated
~#6 of 9 (estimated)~78.6%
  1. #1Gemini 3.8 Flash86.2%
  2. #2Kimi K384.8%
  3. #5Muse Glimmer78.8%
  4. ~#6GPT-5.4 miniEstimated78.6%
  5. #6Inkling78.1%
No published score — estimated from related benchmarks
OmniDocBench v1.5Estimated
~#5 of 8 (estimated)~85.0%
  1. #1MiniMax-M391.6%
  2. #2Kimi K391.1%
  3. #4Gemini 3.1 Pro85.3%
  4. ~#5GPT-5.4 miniEstimated85.0%
  5. #5Claude Haiku 4.579.6%
No published score — estimated from related benchmarks
ChartographyEstimated
~#15 of 23 (estimated)~18.9%
  1. #1GPT-6 Astra71.0%
  2. #2Claude Opus 5.566.3%
  3. #14Grok 4.620.5%
  4. ~#15GPT-5.4 miniEstimated18.9%
  5. #15Muse Glimmer17.2%
No published score — estimated from related benchmarks

Hard reasoning

AIME (latest)Estimated
~#2 of 25 (estimated)~95.2%
  1. #1Inkling97.1%
  2. ~#2GPT-5.4 miniEstimated95.2%
  3. #2Muse Glimmer94.7%
No published score — estimated from related benchmarks

Agents

OSWorld-VerifiedEstimated
~#9 of 12 (estimated)~71.2%
  1. #1Kimi K384.8%
  2. #2Qwen3.8 27B84.3%
  3. #8Gemini 3.5 Flash-Lite74.0%
  4. ~#9GPT-5.4 miniEstimated71.2%
  5. #9Nex-N2.5-Mini71.2%
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 miniEstimated<47.5%
No published score — estimated from related benchmarks
BrowseCompEstimated
~#15 of 18 (estimated)~70.4%
  1. #1Atria Dawn Preview92.5%
  2. #2GPT-6 Astra91.5%
  3. #14Inkling77.1%
  4. ~#15GPT-5.4 miniEstimated70.4%
  5. #15Mistral Medium 3.548.6%
No published score — estimated from related benchmarks