Model comparison

Grok 4.6 vs Ministral 8B

Grok 4.6 is the stronger model overall, scoring 56.9 to 28.2 on the Noometry Index. Ministral 8B costs 20× less per token, which makes it the better buy when Grok 4.6's lead doesn't matter for your workload.

Last verified . 14 shared benchmarks.

Grok 4.6 xAI

56.9

Rank #21 Confirmed

Ministral 8B Mistral AI

28.2

Rank #325 Confirmed

Summary

  • They share 14 benchmarks with published results for both. Grok 4.6 scores higher in 9 categories and Ministral 8B in 0 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Grok 4.6 leads 63.3 to 12.6.
  • The biggest single-benchmark swing is GPQA Diamond: 94% for Grok 4.6 and 27.1% for Ministral 8B.
  • Ministral 8B is cheaper at $0.15 / $0.15 per million input/output tokens, against $2 / $6 for Grok 4.6.
  • Grok 4.6 accepts more context: 500K tokens versus 262K.
  • Ministral 8B has downloadable open weights; the other is API-only.

Side by side

Grok 4.6 and Ministral 8B specifications
Grok 4.6Ministral 8B
ProviderxAIMistral AI
Noometry Index56.928.2
Released2026-08-122024-10-01
WeightsProprietaryOpen
Context window500K262K
Max output500K262K
Input $ / M tokens$2$0.15
Output $ / M tokens$6$0.15
Results tracked4917

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Category by category

Coding Grok 4.6 leads

Grok 4.6: 58.5 (#16), Ministral 8B: 35.0 (#230)

Coding benchmarks
BenchmarkGrok 4.6Ministral 8B
LMArena Coding14651202
DeepSWE67.5%—
FrontierCode48%—
CursorBench41.4%—
LMArena WebDev1617—
FrontierSWE25.3%—
SciCode56.5%—
WeirdML67.3%—
ALE-Bench1,508—

Agentic & Tool Use Grok 4.6 leads

Grok 4.6: 39.4 (#27), Ministral 8B: 16.4 (#148)

Agentic & Tool Use benchmarks
BenchmarkGrok 4.6Ministral 8B
APEX-Agents65.3%—
Berkeley Function Calling Leaderboard—11.1%
GDP.pdf17.2%—
Vending-Bench 29,047—

Reasoning Grok 4.6 leads

Grok 4.6: 61.4 (#20), Ministral 8B: 18.4 (#281)

Reasoning benchmarks
BenchmarkGrok 4.6Ministral 8B
LMArena Hard Prompts14471191
DTBench97.3%45.7%
ARC-AGI-267.1%—
SimpleBench75.9%—
NYT Connections (extended)80%—
ARC-AGI-187.5%—
CritPt19.7%—
Chess Puzzles40%—
EBR-Bench30.5%—
Mystery Game Puzzles34%—
LMCA48.5%—
Epoch Capabilities Index156.44—

Math Grok 4.6 leads

Grok 4.6: 67.0 (#24), Ministral 8B: 25.7 (#267)

Math benchmarks
BenchmarkGrok 4.6Ministral 8B
LMArena Math14231188
FrontierMath (Tiers 1-3)66%—
FrontierMath Tier 431.7%—
OTIS Mock AIME 2024-202599.2%—
ProofBench51%—
MATH Level 5—14.9%

Knowledge Grok 4.6 leads

Grok 4.6: 63.3 (#20), Ministral 8B: 12.6 (#297)

Knowledge benchmarks
BenchmarkGrok 4.6Ministral 8B
GPQA Diamond94%27.1%
LMArena Expert14671170
SimpleQA Verified49.3%—
Vectara Hallucination Rate—7.4%

Multimodal Not comparable

Grok 4.6: 43.6 (#23), Ministral 8B: —

Multimodal benchmarks
BenchmarkGrok 4.6Ministral 8B
LMArena Vision1263—
Blueprint-Bench 233.2%—
Furniture Assembly40%—
LMArena Document1452—

Multilingual Grok 4.6 leads

Grok 4.6: 53.0 (#74), Ministral 8B: 35.1 (#247)

Multilingual benchmarks
BenchmarkGrok 4.6Ministral 8B
LMArena Non-English14201165
LMArena Chinese14801193
LMArena Russian14221195
LMArena French1461—
LMArena German1431—
LMArena Japanese1376—
LMArena Korean1397—
LMArena Spanish1404—

Instruction Following Grok 4.6 leads

Grok 4.6: 75.4 (#63), Ministral 8B: 60.5 (#250)

Instruction Following benchmarks
BenchmarkGrok 4.6Ministral 8B
LMArena Instruction Following14311161

Long Context Grok 4.6 leads

Grok 4.6: 44.5 (#66), Ministral 8B: 36.7 (#227)

Long Context benchmarks
BenchmarkGrok 4.6Ministral 8B
LMArena Longer Query14541212

Writing & Preference Grok 4.6 leads

Grok 4.6: 62.3 (#80), Ministral 8B: 39.6 (#246)

Writing & Preference benchmarks
BenchmarkGrok 4.6Ministral 8B
LMArena Text14281191
LMArena Creative Writing14281175
LMArena Multi-Turn14251166

Frequently asked questions

Is Grok 4.6 better than Ministral 8B?

Grok 4.6 is the stronger model overall, scoring 56.9 to 28.2 on the Noometry Index. Ministral 8B costs 20× less per token, which makes it the better buy when Grok 4.6's lead doesn't matter for your workload.

Which is cheaper, Grok 4.6 or Ministral 8B?

Ministral 8B is cheaper. It lists at $0.15 per million input tokens and $0.15 per million output tokens; Grok 4.6 lists at $2 and $6.

Is Grok 4.6 or Ministral 8B better for coding?

Grok 4.6 scores higher on coding benchmarks: 58.5 versus 35.0 in the Noometry coding category.

Which has the bigger context window?

Grok 4.6 does, with 500K tokens against 262K.

How many benchmarks do Grok 4.6 and Ministral 8B share?

14 benchmarks have published results for both models. Grok 4.6 has 49 scored results on Noometry and Ministral 8B has 17.

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