Model comparison

Ministral 8B vs o1

o1 is the stronger model overall, scoring 40.6 to 27.8 on the Noometry Index. Ministral 8B costs 263× less per token, which makes it the better buy when o1's lead doesn't matter for your workload.

Last verified . 15 shared benchmarks.

Ministral 8B Mistral AI

27.8

Rank #321 Confirmed

o1 OpenAI

40.6

Rank #140 Confirmed

Summary

  • They share 15 benchmarks with published results for both. Ministral 8B 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 12.5.
  • The biggest single-benchmark swing is MATH Level 5: 14.9% for Ministral 8B and 94.7% for o1.
  • Ministral 8B is cheaper at $0.10 / $0.10 per million input/output tokens, against $15 / $60 for o1.
  • o1 accepts more context: 200K tokens versus 128K.
  • Ministral 8B has downloadable open weights; the other is API-only.

Side by side

Ministral 8B and o1 specifications
Ministral 8Bo1
ProviderMistral AIOpenAI
Noometry Index27.840.6
Released2024-10-012024-09-12
WeightsOpenProprietary
Context window128K200K
Max output128K100K
Input $ / M tokens$0.10$15
Output $ / M tokens$0.10$60
Results tracked1752

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Category by category

Coding o1 leads

Ministral 8B: 34.4 (#226), o1: 45.7 (#64)

Coding benchmarks
BenchmarkMinistral 8Bo1
LMArena Coding12021367
Aider Polyglot—61.7%
WeirdML—47.6%
LiveBench Coding—69.7%
CadEval—56%
HumanEval+—89%
MBPP+—80.2%

Agentic & Tool Use o1 leads

Ministral 8B: 16.2 (#140), o1: 24.3 (#111)

Agentic & Tool Use benchmarks
BenchmarkMinistral 8Bo1
Berkeley Function Calling Leaderboard11.1%—
Cybench—10%
METR Time Horizons—51.1%

Reasoning o1 leads

Ministral 8B: 17.7 (#279), o1: 27.5 (#103)

Reasoning benchmarks
BenchmarkMinistral 8Bo1
LMArena Hard Prompts11911372
DTBench45.7%74.7%
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%
Epoch Capabilities Index—141.92
LiveBench—75.7%

Math o1 leads

Ministral 8B: 23.7 (#262), o1: 34.9 (#150)

Math benchmarks
BenchmarkMinistral 8Bo1
LMArena Math11881388
MATH Level 514.9%94.7%
FrontierMath (Tiers 1-3)—14.7%
OTIS Mock AIME 2024-2025—73.3%
LiveBench Math—80.3%
FrontierMath (Feb 2025 set)—9.3%

Knowledge o1 leads

Ministral 8B: 12.5 (#292), o1: 41.5 (#101)

Knowledge benchmarks
BenchmarkMinistral 8Bo1
GPQA Diamond27.1%76.8%
LMArena Expert11701362
Humanity's Last Exam—8%
SimpleQA Verified—41.1%
Confabulations—11.7%
Vectara Hallucination Rate7.4%—

Multimodal Not comparable

Ministral 8B: —, o1: 33.6 (#87)

Multimodal benchmarks
BenchmarkMinistral 8Bo1
LMArena Vision—1168
GeoBench—80%
VPCT—37%
SpatialViz-Bench—41.4%

Multilingual o1 leads

Ministral 8B: 35.3 (#242), o1: 48.8 (#137)

Multilingual benchmarks
BenchmarkMinistral 8Bo1
LMArena Non-English11651359
LMArena Chinese11931394
LMArena Russian11951356
LMArena French—1343
LMArena German—1337
LMArena Japanese—1346
LMArena Korean—1396
LMArena Spanish—1345

Instruction Following o1 leads

Ministral 8B: 60.7 (#245), o1: 75.0 (#82)

Instruction Following benchmarks
BenchmarkMinistral 8Bo1
LMArena Instruction Following11611368
LiveBench Instruction Following—81.5%

Long Context o1 leads

Ministral 8B: 36.7 (#222), o1: 50.3 (#9)

Long Context benchmarks
BenchmarkMinistral 8Bo1
LMArena Longer Query12121378
Fiction.LiveBench—83.3%

Writing & Preference o1 leads

Ministral 8B: 39.8 (#241), o1: 55.8 (#139)

Writing & Preference benchmarks
BenchmarkMinistral 8Bo1
LMArena Text11911366
LMArena Creative Writing11751347
LMArena Multi-Turn11661368
Short-Story Creative Writing—70.2%
LiveBench Language—65.4%

Frequently asked questions

Is Ministral 8B better than o1?

o1 is the stronger model overall, scoring 40.6 to 27.8 on the Noometry Index. Ministral 8B costs 263× less per token, which makes it the better buy when o1's lead doesn't matter for your workload.

Which is cheaper, Ministral 8B or o1?

Ministral 8B is cheaper. It lists at $0.10 per million input tokens and $0.10 per million output tokens; o1 lists at $15 and $60.

Is Ministral 8B or o1 better for coding?

o1 scores higher on coding benchmarks: 45.7 versus 34.4 in the Noometry coding category.

Which has the bigger context window?

o1 does, with 200K tokens against 128K.

How many benchmarks do Ministral 8B and o1 share?

15 benchmarks have published results for both models. Ministral 8B has 17 scored results on Noometry and o1 has 52.

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