Model comparison

Claude Opus 4.1 vs Ministral 8B

Claude Opus 4.1 is the stronger model overall, scoring 40.8 to 27.8 on the Noometry Index. Ministral 8B costs 300× less per token, which makes it the better buy when Claude Opus 4.1's lead doesn't matter for your workload.

Last verified . 15 shared benchmarks.

Claude Opus 4.1 Anthropic

40.8

Rank #136 Confirmed

Ministral 8B Mistral AI

27.8

Rank #321 Confirmed

Summary

  • They share 15 benchmarks with published results for both. Claude Opus 4.1 scores higher in 8 categories and Ministral 8B in 1 category; 9 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Claude Opus 4.1 leads 41.9 to 12.5.
  • The biggest single-benchmark swing is GPQA Diamond: 77.3% for Claude Opus 4.1 and 27.1% for Ministral 8B.
  • Ministral 8B is cheaper at $0.10 / $0.10 per million input/output tokens, against $15 / $75 for Claude Opus 4.1.
  • Claude Opus 4.1 accepts more context: 200K tokens versus 128K.
  • Ministral 8B has downloadable open weights; the other is API-only.

Side by side

Claude Opus 4.1 and Ministral 8B specifications
Claude Opus 4.1Ministral 8B
ProviderAnthropicMistral AI
Noometry Index40.827.8
Released2025-08-052024-10-01
WeightsProprietaryOpen
Context window200K128K
Max output32K128K
Input $ / M tokens$15$0.10
Output $ / M tokens$75$0.10
Results tracked4817

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Category by category

Coding Claude Opus 4.1 leads

Claude Opus 4.1: 44.3 (#69), Ministral 8B: 34.4 (#226)

Coding benchmarks
BenchmarkClaude Opus 4.1Ministral 8B
LMArena Coding14791202
SWE-bench Verified73.3%—
LMArena WebDev1390—
WeirdML45.9%—
ALE-Bench674.77—
AlgoTune1.34—

Agentic & Tool Use Claude Opus 4.1 leads

Claude Opus 4.1: 34.8 (#38), Ministral 8B: 16.2 (#140)

Agentic & Tool Use benchmarks
BenchmarkClaude Opus 4.1Ministral 8B
Terminal-Bench38%—
Berkeley Function Calling Leaderboard—11.1%
GDPval43.6%—
Cybench42%—
DeepResearch Bench48.3%—
LMArena Search1148—
METR Time Horizons66.8%—

Reasoning Claude Opus 4.1 leads

Claude Opus 4.1: 31.6 (#70), Ministral 8B: 17.7 (#279)

Reasoning benchmarks
BenchmarkClaude Opus 4.1Ministral 8B
LMArena Hard Prompts14431191
DTBench80%45.7%
SimpleBench60%—
Chess Puzzles7%—
EnigmaEval7.2%—
EBR-Bench7.9%—
Mystery Game Puzzles21%—
LMCA37.1%—
Epoch Capabilities Index144.11—
ForecastBench62—

Math Ministral 8B leads

Claude Opus 4.1: 22.0 (#267), Ministral 8B: 23.7 (#262)

Math benchmarks
BenchmarkClaude Opus 4.1Ministral 8B
LMArena Math14301188
FrontierMath (Tiers 1-3)12.6%—
FrontierMath Tier 42.4%—
OTIS Mock AIME 2024-202568.9%—
MATH Level 5—14.9%
FrontierMath (Feb 2025 set)7.2%—
FrontierMath Tier 4 (v1)4.2%—

Knowledge Claude Opus 4.1 leads

Claude Opus 4.1: 41.9 (#93), Ministral 8B: 12.5 (#292)

Knowledge benchmarks
BenchmarkClaude Opus 4.1Ministral 8B
GPQA Diamond77.3%27.1%
Vectara Hallucination Rate11.8%7.4%
LMArena Expert14391170
Humanity's Last Exam11.5%—
Confabulations17.1%—

Multimodal Not comparable

Claude Opus 4.1: 26.2 (#114), Ministral 8B: —

Multimodal benchmarks
BenchmarkClaude Opus 4.1Ministral 8B
VPCT35%—

Multilingual Claude Opus 4.1 leads

Claude Opus 4.1: 52.1 (#90), Ministral 8B: 35.3 (#242)

Multilingual benchmarks
BenchmarkClaude Opus 4.1Ministral 8B
LMArena Non-English14051165
LMArena Chinese14271193
LMArena Russian14211195
LMArena French1432—
LMArena German1412—
LMArena Japanese1378—
LMArena Korean1381—
LMArena Spanish1448—

Instruction Following Claude Opus 4.1 leads

Claude Opus 4.1: 75.8 (#53), Ministral 8B: 60.7 (#245)

Instruction Following benchmarks
BenchmarkClaude Opus 4.1Ministral 8B
LMArena Instruction Following14361161

Long Context Claude Opus 4.1 leads

Claude Opus 4.1: 44.5 (#60), Ministral 8B: 36.7 (#222)

Long Context benchmarks
BenchmarkClaude Opus 4.1Ministral 8B
LMArena Longer Query14551212

Writing & Preference Claude Opus 4.1 leads

Claude Opus 4.1: 62.6 (#70), Ministral 8B: 39.8 (#241)

Writing & Preference benchmarks
BenchmarkClaude Opus 4.1Ministral 8B
LMArena Text14191191
LMArena Creative Writing14121175
LMArena Multi-Turn14441166
Short-Story Creative Writing84.7%—

Frequently asked questions

Is Claude Opus 4.1 better than Ministral 8B?

Claude Opus 4.1 is the stronger model overall, scoring 40.8 to 27.8 on the Noometry Index. Ministral 8B costs 300× less per token, which makes it the better buy when Claude Opus 4.1's lead doesn't matter for your workload.

Which is cheaper, Claude Opus 4.1 or Ministral 8B?

Ministral 8B is cheaper. It lists at $0.10 per million input tokens and $0.10 per million output tokens; Claude Opus 4.1 lists at $15 and $75.

Is Claude Opus 4.1 or Ministral 8B better for coding?

Claude Opus 4.1 scores higher on coding benchmarks: 44.3 versus 34.4 in the Noometry coding category.

Which has the bigger context window?

Claude Opus 4.1 does, with 200K tokens against 128K.

How many benchmarks do Claude Opus 4.1 and Ministral 8B share?

15 benchmarks have published results for both models. Claude Opus 4.1 has 48 scored results on Noometry and Ministral 8B has 17.

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