Model comparison

GPT-5.4 Pro vs Mixtral 8x22B

GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 27.1 on the Noometry Index. Mixtral 8x22B costs 23× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.

Last verified . 3 shared benchmarks.

GPT-5.4 Pro OpenAI

58.9

Rank #18 Confirmed

Mixtral 8x22B Mistral AI

27.1

Rank #333 Confirmed

Summary

  • They share 3 benchmarks with published results for both. GPT-5.4 Pro scores higher in 4 categories and Mixtral 8x22B in 0 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where GPT-5.4 Pro leads 68.3 to 15.1.
  • The biggest single-benchmark swing is GPQA Diamond: 94.6% for GPT-5.4 Pro and 34.1% for Mixtral 8x22B.
  • Mixtral 8x22B is cheaper at $2 / $6 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
  • GPT-5.4 Pro accepts more context: 1.05M tokens versus 64K.
  • Mixtral 8x22B has downloadable open weights; the other is API-only.

Side by side

GPT-5.4 Pro and Mixtral 8x22B specifications
GPT-5.4 ProMixtral 8x22B
ProviderOpenAIMistral AI
Noometry Index58.927.1
Released2026-03-052024-04-17
WeightsProprietaryOpen
Context window1.05M64K
Max output128K64K
Input $ / M tokens$30$2
Output $ / M tokens$180$6
Results tracked1634

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Category by category

Coding GPT-5.4 Pro leads

GPT-5.4 Pro: 43.2 (#90), Mixtral 8x22B: 24.2 (#329)

Coding benchmarks
BenchmarkGPT-5.4 ProMixtral 8x22B
WeirdML57.4%3.2%
BigCodeBench Instruct—40.6%
LMArena Coding—1166
BigCodeBench Complete—50.2%
HumanEval+—72%
MBPP+—64.3%

Agentic & Tool Use Not comparable

GPT-5.4 Pro: —, Mixtral 8x22B: 23.1 (#127)

Agentic & Tool Use benchmarks
BenchmarkGPT-5.4 ProMixtral 8x22B
Cybench—7.5%

Reasoning GPT-5.4 Pro leads

GPT-5.4 Pro: 70.7 (#13), Mixtral 8x22B: 19.9 (#248)

Reasoning benchmarks
BenchmarkGPT-5.4 ProMixtral 8x22B
Epoch Capabilities Index158.93122.03
ARC-AGI-283.3%—
SimpleBench74.1%—
ARC-AGI-194.5%—
CritPt30%—
Chess Puzzles58.6%—
EnigmaEval23.8%—
LMArena Hard Prompts—1150
DTBench—55.1%
ForecastBench—56.3

Math GPT-5.4 Pro leads

GPT-5.4 Pro: 72.4 (#22), Mixtral 8x22B: 22.9 (#275)

Math benchmarks
BenchmarkGPT-5.4 ProMixtral 8x22B
FrontierMath (Tiers 1-3)82.5%—
FrontierMath Tier 458.5%—
Omni-MATH—16.3%
LMArena Math—1184
MATH Level 5—24.2%
FrontierMath (Feb 2025 set)50%—
FrontierMath Tier 4 (v1)37.5%—

Knowledge GPT-5.4 Pro leads

GPT-5.4 Pro: 68.3 (#7), Mixtral 8x22B: 15.1 (#293)

Knowledge benchmarks
BenchmarkGPT-5.4 ProMixtral 8x22B
GPQA Diamond94.6%34.1%
Humanity's Last Exam44.3%—
SimpleQA Verified46.3%—
MMLU-Pro—46%
Vectara Hallucination Rate8.3%—
GPQA (HELM)—33.4%
LMArena Expert—1113
MMLU—77.8%

Multilingual Not comparable

GPT-5.4 Pro: —, Mixtral 8x22B: 32.8 (#255)

Multilingual benchmarks
BenchmarkGPT-5.4 ProMixtral 8x22B
LMArena Non-English—1128
LMArena Chinese—1116
LMArena French—1166
LMArena German—1141
LMArena Japanese—1037
LMArena Korean—1057
LMArena Russian—1158
LMArena Spanish—1151

Instruction Following Not comparable

GPT-5.4 Pro: —, Mixtral 8x22B: 57.7 (#266)

Instruction Following benchmarks
BenchmarkGPT-5.4 ProMixtral 8x22B
IFEval—72.4%
LMArena Instruction Following—1147

Long Context Not comparable

GPT-5.4 Pro: —, Mixtral 8x22B: 34.7 (#247)

Long Context benchmarks
BenchmarkGPT-5.4 ProMixtral 8x22B
LMArena Longer Query—1144

Writing & Preference Not comparable

GPT-5.4 Pro: —, Mixtral 8x22B: 36.9 (#262)

Writing & Preference benchmarks
BenchmarkGPT-5.4 ProMixtral 8x22B
LMArena Text—1162
LMArena Creative Writing—1141
WildBench—71.1%
LMArena Multi-Turn—1130

Frequently asked questions

Is GPT-5.4 Pro better than Mixtral 8x22B?

GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 27.1 on the Noometry Index. Mixtral 8x22B costs 23× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.

Which is cheaper, GPT-5.4 Pro or Mixtral 8x22B?

Mixtral 8x22B is cheaper. It lists at $2 per million input tokens and $6 per million output tokens; GPT-5.4 Pro lists at $30 and $180.

Is GPT-5.4 Pro or Mixtral 8x22B better for coding?

GPT-5.4 Pro scores higher on coding benchmarks: 43.2 versus 24.2 in the Noometry coding category.

Which has the bigger context window?

GPT-5.4 Pro does, with 1.05M tokens against 64K.

How many benchmarks do GPT-5.4 Pro and Mixtral 8x22B share?

3 benchmarks have published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and Mixtral 8x22B has 34.

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