Model comparison
Ministral 8B vs Nova 2 Lite
Nova 2 Lite is the stronger model overall, scoring 39.7 to 28.2 on the Noometry Index. Ministral 8B costs 5.7× less per token, which makes it the better buy when Nova 2 Lite's lead doesn't matter for your workload.
Last verified . 14 shared benchmarks.
Summary
- They share 14 benchmarks with published results for both. Ministral 8B scores higher in 0 categories and Nova 2 Lite in 9 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Nova 2 Lite leads 43.0 to 12.6.
- The biggest single-benchmark swing is Berkeley Function Calling Leaderboard: 11.1% for Ministral 8B and 27.1% for Nova 2 Lite.
- Ministral 8B is cheaper at $0.15 / $0.15 per million input/output tokens, against $0.30 / $2.50 for Nova 2 Lite.
- Nova 2 Lite accepts more context: 1M tokens versus 262K.
- Ministral 8B has downloadable open weights; the other is API-only.
Side by side
| Ministral 8B | Nova 2 Lite | |
|---|---|---|
| Provider | Mistral AI | Amazon |
| Noometry Index | 28.2 | 39.7 |
| Released | 2024-10-01 | 2025-12-01 |
| Weights | Open | Proprietary |
| Context window | 262K | 1M |
| Max output | 262K | 64K |
| Input $ / M tokens | $0.15 | $0.30 |
| Output $ / M tokens | $0.15 | $2.50 |
| Results tracked | 17 | 19 |
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Category by category
Coding Nova 2 Lite leads
Ministral 8B: 35.0 (#230), Nova 2 Lite: 40.7 (#134)
| Benchmark | Ministral 8B | Nova 2 Lite |
|---|---|---|
| LMArena Coding | 1202 | 1385 |
Agentic & Tool Use Nova 2 Lite leads
Ministral 8B: 16.4 (#148), Nova 2 Lite: 24.1 (#121)
| Benchmark | Ministral 8B | Nova 2 Lite |
|---|---|---|
| Berkeley Function Calling Leaderboard | 11.1% | 27.1% |
Reasoning Nova 2 Lite leads
Ministral 8B: 18.4 (#281), Nova 2 Lite: 27.5 (#118)
| Benchmark | Ministral 8B | Nova 2 Lite |
|---|---|---|
| LMArena Hard Prompts | 1191 | 1364 |
| DTBench | 45.7% | — |
Math Nova 2 Lite leads
Ministral 8B: 25.7 (#267), Nova 2 Lite: 37.5 (#156)
| Benchmark | Ministral 8B | Nova 2 Lite |
|---|---|---|
| LMArena Math | 1188 | 1359 |
| MATH Level 5 | 14.9% | — |
Knowledge Nova 2 Lite leads
Ministral 8B: 12.6 (#297), Nova 2 Lite: 43.0 (#94)
| Benchmark | Ministral 8B | Nova 2 Lite |
|---|---|---|
| Vectara Hallucination Rate | 7.4% | 5.1% |
| LMArena Expert | 1170 | 1358 |
| GPQA Diamond | 27.1% | — |
Multilingual Nova 2 Lite leads
Ministral 8B: 35.1 (#247), Nova 2 Lite: 47.1 (#153)
| Benchmark | Ministral 8B | Nova 2 Lite |
|---|---|---|
| LMArena Non-English | 1165 | 1337 |
| LMArena Chinese | 1193 | 1364 |
| LMArena Russian | 1195 | 1343 |
| LMArena French | — | 1381 |
| LMArena German | — | 1343 |
| LMArena Japanese | — | 1271 |
| LMArena Korean | — | 1284 |
| LMArena Spanish | — | 1373 |
Instruction Following Nova 2 Lite leads
Ministral 8B: 60.5 (#250), Nova 2 Lite: 70.5 (#161)
| Benchmark | Ministral 8B | Nova 2 Lite |
|---|---|---|
| LMArena Instruction Following | 1161 | 1335 |
Long Context Nova 2 Lite leads
Ministral 8B: 36.7 (#227), Nova 2 Lite: 40.6 (#150)
| Benchmark | Ministral 8B | Nova 2 Lite |
|---|---|---|
| LMArena Longer Query | 1212 | 1335 |
Writing & Preference Nova 2 Lite leads
Ministral 8B: 39.6 (#246), Nova 2 Lite: 53.9 (#154)
| Benchmark | Ministral 8B | Nova 2 Lite |
|---|---|---|
| LMArena Text | 1191 | 1362 |
| LMArena Creative Writing | 1175 | 1291 |
| LMArena Multi-Turn | 1166 | 1338 |
Frequently asked questions
Is Ministral 8B better than Nova 2 Lite?
Nova 2 Lite is the stronger model overall, scoring 39.7 to 28.2 on the Noometry Index. Ministral 8B costs 5.7× less per token, which makes it the better buy when Nova 2 Lite's lead doesn't matter for your workload.
Which is cheaper, Ministral 8B or Nova 2 Lite?
Ministral 8B is cheaper. It lists at $0.15 per million input tokens and $0.15 per million output tokens; Nova 2 Lite lists at $0.30 and $2.50.
Is Ministral 8B or Nova 2 Lite better for coding?
Nova 2 Lite scores higher on coding benchmarks: 40.7 versus 35.0 in the Noometry coding category.
Which has the bigger context window?
Nova 2 Lite does, with 1M tokens against 262K.
How many benchmarks do Ministral 8B and Nova 2 Lite share?
14 benchmarks have published results for both models. Ministral 8B has 17 scored results on Noometry and Nova 2 Lite has 19.