Model comparison

Mixtral 8x22B vs o1

o1 is the stronger model overall, scoring 40.9 to 27.1 on the Noometry Index. Mixtral 8x22B costs 8.8× less per token, which makes it the better buy when o1's lead doesn't matter for your workload.

Last verified . 25 shared benchmarks.

Mixtral 8x22B Mistral AI

27.1

Rank #333 Confirmed

o1 OpenAI

40.9

Rank #143 Confirmed

Summary

  • They share 25 benchmarks with published results for both. Mixtral 8x22B scores higher in 0 categories and o1 in 9 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where o1 leads 41.5 to 15.1.
  • The biggest single-benchmark swing is MATH Level 5: 24.2% for Mixtral 8x22B and 94.7% for o1.
  • Mixtral 8x22B is cheaper at $2 / $6 per million input/output tokens, against $15 / $60 for o1.
  • o1 accepts more context: 200K tokens versus 64K.
  • Mixtral 8x22B has downloadable open weights; the other is API-only.

Side by side

Mixtral 8x22B and o1 specifications
Mixtral 8x22Bo1
ProviderMistral AIOpenAI
Noometry Index27.140.9
Released2024-04-172024-09-12
WeightsOpenProprietary
Context window64K200K
Max output64K100K
Input $ / M tokens$2$15
Output $ / M tokens$6$60
Results tracked3452

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Category by category

Coding o1 leads

Mixtral 8x22B: 24.2 (#329), o1: 46.1 (#70)

Coding benchmarks
BenchmarkMixtral 8x22Bo1
WeirdML3.2%47.6%
LMArena Coding11661367
HumanEval+72%89%
MBPP+64.3%80.2%
Aider Polyglot—61.7%
BigCodeBench Instruct40.6%—
LiveBench Coding—69.7%
BigCodeBench Complete50.2%—
CadEval—56%

Agentic & Tool Use o1 leads

Mixtral 8x22B: 23.1 (#127), o1: 24.6 (#117)

Agentic & Tool Use benchmarks
BenchmarkMixtral 8x22Bo1
Cybench7.5%10%
METR Time Horizons—51.1%

Reasoning o1 leads

Mixtral 8x22B: 19.9 (#248), o1: 27.9 (#111)

Reasoning benchmarks
BenchmarkMixtral 8x22Bo1
LMArena Hard Prompts11501371
DTBench55.1%74.7%
Epoch Capabilities Index122.03141.91
SimpleBench—41.7%
ARC-AGI-1—30.7%
Chess Puzzles—15%
EnigmaEval—5.7%
LiveBench Reasoning—91.6%
LiveBench Data Analysis—65.5%
LMCA—22.3%
ForecastBench56.3—
LiveBench—75.7%

Math o1 leads

Mixtral 8x22B: 22.9 (#275), o1: 36.1 (#175)

Math benchmarks
BenchmarkMixtral 8x22Bo1
LMArena Math11841388
MATH Level 524.2%94.7%
FrontierMath (Tiers 1-3)—14.7%
OTIS Mock AIME 2024-2025—73.3%
Omni-MATH16.3%—
LiveBench Math—80.3%
FrontierMath (Feb 2025 set)—9.3%

Knowledge o1 leads

Mixtral 8x22B: 15.1 (#293), o1: 41.5 (#110)

Knowledge benchmarks
BenchmarkMixtral 8x22Bo1
GPQA Diamond34.1%76.8%
LMArena Expert11131361
Humanity's Last Exam—8%
SimpleQA Verified—41.1%
MMLU-Pro46%—
Confabulations—11.7%
GPQA (HELM)33.4%—
MMLU77.8%—

Multimodal Not comparable

Mixtral 8x22B: —, o1: 34.2 (#93)

Multimodal benchmarks
BenchmarkMixtral 8x22Bo1
LMArena Vision—1168
GeoBench—80%
VPCT—37%
SpatialViz-Bench—41.4%

Multilingual o1 leads

Mixtral 8x22B: 32.8 (#255), o1: 48.6 (#142)

Multilingual benchmarks
BenchmarkMixtral 8x22Bo1
LMArena Non-English11281358
LMArena Chinese11161394
LMArena French11661344
LMArena German11411337
LMArena Japanese10371346
LMArena Korean10571396
LMArena Russian11581356
LMArena Spanish11511345

Instruction Following o1 leads

Mixtral 8x22B: 57.7 (#266), o1: 74.8 (#86)

Instruction Following benchmarks
BenchmarkMixtral 8x22Bo1
LMArena Instruction Following11471367
LiveBench Instruction Following—81.5%
IFEval72.4%—

Long Context o1 leads

Mixtral 8x22B: 34.7 (#247), o1: 50.3 (#9)

Long Context benchmarks
BenchmarkMixtral 8x22Bo1
LMArena Longer Query11441378
Fiction.LiveBench—83.3%

Writing & Preference o1 leads

Mixtral 8x22B: 36.9 (#262), o1: 55.6 (#144)

Writing & Preference benchmarks
BenchmarkMixtral 8x22Bo1
LMArena Text11621366
LMArena Creative Writing11411348
LMArena Multi-Turn11301369
Short-Story Creative Writing—70.2%
WildBench71.1%—
LiveBench Language—65.4%

Frequently asked questions

Is Mixtral 8x22B better than o1?

o1 is the stronger model overall, scoring 40.9 to 27.1 on the Noometry Index. Mixtral 8x22B costs 8.8× less per token, which makes it the better buy when o1's lead doesn't matter for your workload.

Which is cheaper, Mixtral 8x22B or o1?

Mixtral 8x22B is cheaper. It lists at $2 per million input tokens and $6 per million output tokens; o1 lists at $15 and $60.

Is Mixtral 8x22B or o1 better for coding?

o1 scores higher on coding benchmarks: 46.1 versus 24.2 in the Noometry coding category.

Which has the bigger context window?

o1 does, with 200K tokens against 64K.

How many benchmarks do Mixtral 8x22B and o1 share?

25 benchmarks have published results for both models. Mixtral 8x22B has 34 scored results on Noometry and o1 has 52.

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