Model comparison
Grok 4.20 (Non-Reasoning) vs Ministral 8B
Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 28.2 on the Noometry Index. Ministral 8B costs 10× less per token, which makes it the better buy when Grok 4.20 (Non-Reasoning)'s lead doesn't matter for your workload.
Last verified . 14 shared benchmarks.
Mistral AISummary
- They share 14 benchmarks with published results for both. Grok 4.20 (Non-Reasoning) 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 4.20 (Non-Reasoning) leads 52.8 to 12.6.
- The biggest single-benchmark swing is GPQA Diamond: 89.3% for Grok 4.20 (Non-Reasoning) and 27.1% for Ministral 8B.
- Ministral 8B is cheaper at $0.15 / $0.15 per million input/output tokens, against $1.25 / $2.50 for Grok 4.20 (Non-Reasoning).
- Grok 4.20 (Non-Reasoning) accepts more context: 1M tokens versus 262K.
- Ministral 8B has downloadable open weights; the other is API-only.
Side by side
| Grok 4.20 (Non-Reasoning) | Ministral 8B | |
|---|---|---|
| Provider | xAI | Mistral AI |
| Noometry Index | 48.6 | 28.2 |
| Released | 2026-02-17 | 2024-10-01 |
| Weights | Proprietary | Open |
| Context window | 1M | 262K |
| Max output | 30K | 262K |
| Input $ / M tokens | $1.25 | $0.15 |
| Output $ / M tokens | $2.50 | $0.15 |
| Results tracked | 46 | 17 |
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Category by category
Coding Grok 4.20 (Non-Reasoning) leads
Grok 4.20 (Non-Reasoning): 42.1 (#112), Ministral 8B: 35.0 (#230)
| Benchmark | Grok 4.20 (Non-Reasoning) | Ministral 8B |
|---|---|---|
| LMArena Coding | 1459 | 1202 |
| LMArena WebDev | 1375 | — |
| WeirdML | 52.3% | — |
| ALE-Bench | 1,150 | — |
Agentic & Tool Use Grok 4.20 (Non-Reasoning) leads
Grok 4.20 (Non-Reasoning): 34.4 (#46), Ministral 8B: 16.4 (#148)
| Benchmark | Grok 4.20 (Non-Reasoning) | Ministral 8B |
|---|---|---|
| Terminal-Bench | 57.3% | — |
| Berkeley Function Calling Leaderboard | — | 11.1% |
| τ²-bench Banking | 18% | — |
| LMArena Search | 1189 | — |
| Vending-Bench 2 | 4,663 | — |
Reasoning Grok 4.20 (Non-Reasoning) leads
Grok 4.20 (Non-Reasoning): 52.3 (#32), Ministral 8B: 18.4 (#281)
| Benchmark | Grok 4.20 (Non-Reasoning) | Ministral 8B |
|---|---|---|
| LMArena Hard Prompts | 1451 | 1191 |
| DTBench | 90.1% | 45.7% |
| ARC-AGI-2 | 65.1% | — |
| Kagi LLM Benchmark | 75% | — |
| NYT Connections (extended) | 85.4% | — |
| ARC-AGI-1 | 89.5% | — |
| Chess Puzzles | 24% | — |
| Thematic Generalization | 63.8% | — |
| LMCA | 38.7% | — |
| Epoch Capabilities Index | 151.98 | — |
| ForecastBench | 61.4 | — |
Math Grok 4.20 (Non-Reasoning) leads
Grok 4.20 (Non-Reasoning): 48.2 (#65), Ministral 8B: 25.7 (#267)
| Benchmark | Grok 4.20 (Non-Reasoning) | Ministral 8B |
|---|---|---|
| LMArena Math | 1455 | 1188 |
| FrontierMath (Tiers 1-3) | 44.9% | — |
| FrontierMath Tier 4 | 17.1% | — |
| OTIS Mock AIME 2024-2025 | 92.2% | — |
| ProofBench | 14% | — |
| MATH Level 5 | — | 14.9% |
Knowledge Grok 4.20 (Non-Reasoning) leads
Grok 4.20 (Non-Reasoning): 52.8 (#60), Ministral 8B: 12.6 (#297)
| Benchmark | Grok 4.20 (Non-Reasoning) | Ministral 8B |
|---|---|---|
| GPQA Diamond | 89.3% | 27.1% |
| LMArena Expert | 1439 | 1170 |
| SimpleQA Verified | 30.2% | — |
| Vectara Hallucination Rate | — | 7.4% |
Multimodal Not comparable
Grok 4.20 (Non-Reasoning): 33.3 (#98), Ministral 8B: —
| Benchmark | Grok 4.20 (Non-Reasoning) | Ministral 8B |
|---|---|---|
| LMArena Vision | 1263 | — |
| Blueprint-Bench 2 | 0% | — |
| LMArena Document | 1416 | — |
Multilingual Grok 4.20 (Non-Reasoning) leads
Grok 4.20 (Non-Reasoning): 54.5 (#40), Ministral 8B: 35.1 (#247)
| Benchmark | Grok 4.20 (Non-Reasoning) | Ministral 8B |
|---|---|---|
| LMArena Non-English | 1441 | 1165 |
| LMArena Chinese | 1481 | 1193 |
| LMArena Russian | 1458 | 1195 |
| LMArena French | 1476 | — |
| LMArena German | 1465 | — |
| LMArena Japanese | 1449 | — |
| LMArena Korean | 1417 | — |
| LMArena Spanish | 1443 | — |
Instruction Following Grok 4.20 (Non-Reasoning) leads
Grok 4.20 (Non-Reasoning): 74.8 (#83), Ministral 8B: 60.5 (#250)
| Benchmark | Grok 4.20 (Non-Reasoning) | Ministral 8B |
|---|---|---|
| LMArena Instruction Following | 1420 | 1161 |
Long Context Grok 4.20 (Non-Reasoning) leads
Grok 4.20 (Non-Reasoning): 45.5 (#34), Ministral 8B: 36.7 (#227)
| Benchmark | Grok 4.20 (Non-Reasoning) | Ministral 8B |
|---|---|---|
| LMArena Longer Query | 1437 | 1212 |
| CL-bench | 22.2% | — |
| CL-bench Life | 11.9% | — |
Writing & Preference Grok 4.20 (Non-Reasoning) leads
Grok 4.20 (Non-Reasoning): 65.7 (#44), Ministral 8B: 39.6 (#246)
| Benchmark | Grok 4.20 (Non-Reasoning) | Ministral 8B |
|---|---|---|
| LMArena Text | 1451 | 1191 |
| LMArena Creative Writing | 1438 | 1175 |
| LMArena Multi-Turn | 1456 | 1166 |
| EQ-Bench Creative Writing | 1574 | — |
Frequently asked questions
Is Grok 4.20 (Non-Reasoning) better than Ministral 8B?
Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 28.2 on the Noometry Index. Ministral 8B costs 10× less per token, which makes it the better buy when Grok 4.20 (Non-Reasoning)'s lead doesn't matter for your workload.
Which is cheaper, Grok 4.20 (Non-Reasoning) or Ministral 8B?
Ministral 8B is cheaper. It lists at $0.15 per million input tokens and $0.15 per million output tokens; Grok 4.20 (Non-Reasoning) lists at $1.25 and $2.50.
Is Grok 4.20 (Non-Reasoning) or Ministral 8B better for coding?
Grok 4.20 (Non-Reasoning) scores higher on coding benchmarks: 42.1 versus 35.0 in the Noometry coding category.
Which has the bigger context window?
Grok 4.20 (Non-Reasoning) does, with 1M tokens against 262K.
How many benchmarks do Grok 4.20 (Non-Reasoning) and Ministral 8B share?
14 benchmarks have published results for both models. Grok 4.20 (Non-Reasoning) has 46 scored results on Noometry and Ministral 8B has 17.