Model comparison

Claude Opus 4.8 vs Ministral 3B

Claude Opus 4.8 is the stronger model overall, scoring 60.7 to 25.6 on the Noometry Index. Ministral 3B costs 250× less per token, which makes it the better buy when Claude Opus 4.8's lead doesn't matter for your workload.

Last verified . 4 shared benchmarks.

Claude Opus 4.8 Anthropic

60.7

Rank #9 Confirmed

Ministral 3B Mistral AI

25.6

Rank #336 Confirmed

Summary

  • They share 4 benchmarks with published results for both. Claude Opus 4.8 scores higher in 3 categories and Ministral 3B in 0 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in math, where Claude Opus 4.8 leads 78.2 to 24.5.
  • The biggest single-benchmark swing is GPQA Diamond: 91% for Claude Opus 4.8 and 25.3% for Ministral 3B.
  • Ministral 3B is cheaper at $0.04 / $0.04 per million input/output tokens, against $5 / $25 for Claude Opus 4.8.
  • Claude Opus 4.8 accepts more context: 1M tokens versus 128K.
  • Ministral 3B has downloadable open weights; the other is API-only.

Side by side

Claude Opus 4.8 and Ministral 3B specifications
Claude Opus 4.8Ministral 3B
ProviderAnthropicMistral AI
Noometry Index60.725.6
Released2026-05-282024-10-01
WeightsProprietaryOpen
Context window1M128K
Max output128K128K
Input $ / M tokens$5$0.04
Output $ / M tokens$25$0.04
Results tracked656

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Category by category

Coding Not comparable

Claude Opus 4.8: 60.2 (#9), Ministral 3B: —

Coding benchmarks
BenchmarkClaude Opus 4.8Ministral 3B
DeepSWE59%—
FrontierCode46.5%—
LMArena WebDev1556—
SciCode53.5%—
GSO47.1%—
WeirdML82.9%—
LMArena Coding1491—
ALE-Bench1,564—

Agentic & Tool Use Not comparable

Claude Opus 4.8: 47.6 (#10), Ministral 3B: —

Agentic & Tool Use benchmarks
BenchmarkClaude Opus 4.8Ministral 3B
APEX-Agents48.9%—
OSWorld 2.020.6%—
Remote Labor Index8.3%—
τ²-bench Banking39.7%—
DeepResearch Bench50.2%—
PostTrainBench33.8%—
GBAEval70.9%—
GDP.pdf24%—
LMArena Search1204—
Vending-Bench 25,787—

Reasoning Claude Opus 4.8 leads

Claude Opus 4.8: 64.6 (#14), Ministral 3B: 17.7 (#278)

Reasoning benchmarks
BenchmarkClaude Opus 4.8Ministral 3B
DTBench94.9%51.7%
LMCA57.5%5.5%
Epoch Capabilities Index158.3118.08
ARC-AGI-272.1%—
SimpleBench64.8%—
Kagi LLM Benchmark88.8%—
NYT Connections (extended)91.1%—
ARC-AGI-192.5%—
CritPt20.9%—
Chess Puzzles34%—
EnigmaEval23.5%—
EBR-Bench28.6%—
LMArena Hard Prompts1481—
Mystery Game Puzzles36%—
Surface Evolver Bench87.5%—
Bench to the Future 30.14—
ForecastBench59.9—

Math Claude Opus 4.8 leads

Claude Opus 4.8: 78.2 (#11), Ministral 3B: 24.5 (#257)

Knowledge Claude Opus 4.8 leads

Claude Opus 4.8: 61.3 (#26), Ministral 3B: 10.4 (#297)

Knowledge benchmarks
BenchmarkClaude Opus 4.8Ministral 3B
GPQA Diamond91%25.3%
SimpleQA Verified53%—
Vectara Hallucination Rate—7.3%
LMArena Expert1501—

Multimodal Not comparable

Claude Opus 4.8: 43.2 (#20), Ministral 3B: —

Multimodal benchmarks
BenchmarkClaude Opus 4.8Ministral 3B
LMArena Vision1295—
Blueprint-Bench 214.5%—
Furniture Assembly42.5%—
LMArena Document1475—

Multilingual Not comparable

Claude Opus 4.8: 55.4 (#31), Ministral 3B: —

Multilingual benchmarks
BenchmarkClaude Opus 4.8Ministral 3B
LMArena Non-English1450—
LMArena Chinese1509—
LMArena French1482—
LMArena German1470—
LMArena Japanese1440—
LMArena Korean1432—
LMArena Russian1476—
LMArena Spanish1470—

Instruction Following Not comparable

Claude Opus 4.8: 77.6 (#22), Ministral 3B: —

Instruction Following benchmarks
BenchmarkClaude Opus 4.8Ministral 3B
LMArena Instruction Following1476—

Long Context Not comparable

Claude Opus 4.8: 45.4 (#37), Ministral 3B: —

Long Context benchmarks
BenchmarkClaude Opus 4.8Ministral 3B
LMArena Longer Query1482—

Writing & Preference Not comparable

Claude Opus 4.8: 72.1 (#17), Ministral 3B: —

Writing & Preference benchmarks
BenchmarkClaude Opus 4.8Ministral 3B
LMArena Text1460—
LMArena Creative Writing1453—
EQ-Bench Creative Writing1840—
EQ-Bench 41281—
LMArena Multi-Turn1476—

Frequently asked questions

Is Claude Opus 4.8 better than Ministral 3B?

Claude Opus 4.8 is the stronger model overall, scoring 60.7 to 25.6 on the Noometry Index. Ministral 3B costs 250× less per token, which makes it the better buy when Claude Opus 4.8's lead doesn't matter for your workload.

Which is cheaper, Claude Opus 4.8 or Ministral 3B?

Ministral 3B is cheaper. It lists at $0.04 per million input tokens and $0.04 per million output tokens; Claude Opus 4.8 lists at $5 and $25.

Which has the bigger context window?

Claude Opus 4.8 does, with 1M tokens against 128K.

How many benchmarks do Claude Opus 4.8 and Ministral 3B share?

4 benchmarks have published results for both models. Claude Opus 4.8 has 65 scored results on Noometry and Ministral 3B has 6.

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