Model comparison

Amazon Nova Lite vs MiniMax-M2.5

MiniMax-M2.5 is the stronger model overall, scoring 38.1 to 31.4 on the Noometry Index. Amazon Nova Lite costs 5.0× less per token, which makes it the better buy when MiniMax-M2.5's lead doesn't matter for your workload.

Last verified . 19 shared benchmarks.

Amazon Nova Lite Amazon

31.4

Rank #262 Confirmed

MiniMax-M2.5 MiniMax

38.1

Rank #181 Confirmed

Summary

  • They share 19 benchmarks with published results for both. Amazon Nova Lite scores higher in 1 category and MiniMax-M2.5 in 7 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in coding, where MiniMax-M2.5 leads 47.9 to 32.0.
  • Amazon Nova Lite is cheaper at $0.06 / $0.24 per million input/output tokens, against $0.30 / $1.20 for MiniMax-M2.5.
  • Amazon Nova Lite accepts more context: 300K tokens versus 205K.
  • MiniMax-M2.5 has downloadable open weights; the other is API-only.

Side by side

Amazon Nova Lite and MiniMax-M2.5 specifications
Amazon Nova LiteMiniMax-M2.5
ProviderAmazonMiniMax
Noometry Index31.438.1
Released2024-12-032026-02-12
WeightsProprietaryOpen
Context window300K205K
Max output10K131K
Input $ / M tokens$0.06$0.30
Output $ / M tokens$0.24$1.20
Results tracked3433

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Category by category

Coding MiniMax-M2.5 leads

Amazon Nova Lite: 32.0 (#266), MiniMax-M2.5: 47.9 (#53)

Coding benchmarks
BenchmarkAmazon Nova LiteMiniMax-M2.5
LMArena Coding12391380
ALE-Bench236.25618.17
SWE-bench Verified (bash only)—75.8%
LMArena WebDev—1386
SWE-bench Multilingual—68.3%
LiveBench Coding27.5%—

Agentic & Tool Use Not comparable

Amazon Nova Lite: —, MiniMax-M2.5: 30.2 (#70)

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova LiteMiniMax-M2.5
Terminal-Bench—42.7%
Vending-Bench 2—-23.16

Reasoning Too close to call

Amazon Nova Lite: 18.5 (#257), MiniMax-M2.5: 17.6 (#281)

Reasoning benchmarks
BenchmarkAmazon Nova LiteMiniMax-M2.5
LMArena Hard Prompts12201372
ARC-AGI-2—4.9%
Kagi LLM Benchmark—55.2%
NYT Connections (extended)—16.8%
ARC-AGI-1—63.7%
LiveBench Reasoning36.7%—
LiveBench Data Analysis37.2%—
Epoch Capabilities Index—146.68
LiveBench36.4%—

Math Too close to call

Amazon Nova Lite: 25.8 (#243), MiniMax-M2.5: 25.8 (#242)

Math benchmarks
BenchmarkAmazon Nova LiteMiniMax-M2.5
LMArena Math12271378
ProofBench—4%
Omni-MATH23.3%—
LiveBench Math36.7%—

Knowledge MiniMax-M2.5 leads

Amazon Nova Lite: 26.0 (#254), MiniMax-M2.5: 38.6 (#132)

Knowledge benchmarks
BenchmarkAmazon Nova LiteMiniMax-M2.5
Vectara Hallucination Rate6.1%9.1%
LMArena Expert12011378
Humanity's Last Exam3.6%—
MMLU-Pro60%—
GPQA (HELM)39.7%—
MMLU77%—

Multimodal Not comparable

Amazon Nova Lite: 25.0 (#118), MiniMax-M2.5: —

Multimodal benchmarks
BenchmarkAmazon Nova LiteMiniMax-M2.5
LMArena Vision990—

Multilingual MiniMax-M2.5 leads

Amazon Nova Lite: 38.2 (#227), MiniMax-M2.5: 47.3 (#147)

Multilingual benchmarks
BenchmarkAmazon Nova LiteMiniMax-M2.5
LMArena Non-English12081338
LMArena Chinese12251392
LMArena French12371363
LMArena German12291361
LMArena Japanese11531169
LMArena Korean11531232
LMArena Russian12161359
LMArena Spanish12251354

Instruction Following MiniMax-M2.5 leads

Amazon Nova Lite: 59.6 (#250), MiniMax-M2.5: 71.7 (#143)

Instruction Following benchmarks
BenchmarkAmazon Nova LiteMiniMax-M2.5
LMArena Instruction Following12051353
LiveBench Instruction Following54.1%—
IFEval77.6%—

Long Context Too close to call

Amazon Nova Lite: 37.4 (#212), MiniMax-M2.5: 37.4 (#211)

Long Context benchmarks
BenchmarkAmazon Nova LiteMiniMax-M2.5
LMArena Longer Query12341367
CL-bench—11.4%
CL-bench Life—6.3%

Writing & Preference MiniMax-M2.5 leads

Amazon Nova Lite: 42.3 (#232), MiniMax-M2.5: 54.1 (#149)

Writing & Preference benchmarks
BenchmarkAmazon Nova LiteMiniMax-M2.5
LMArena Text12291359
LMArena Creative Writing11971331
LMArena Multi-Turn11991364
EQ-Bench Creative Writing—1361
WildBench75%—
LiveBench Language25.9%—

Frequently asked questions

Is Amazon Nova Lite better than MiniMax-M2.5?

MiniMax-M2.5 is the stronger model overall, scoring 38.1 to 31.4 on the Noometry Index. Amazon Nova Lite costs 5.0× less per token, which makes it the better buy when MiniMax-M2.5's lead doesn't matter for your workload.

Which is cheaper, Amazon Nova Lite or MiniMax-M2.5?

Amazon Nova Lite is cheaper. It lists at $0.06 per million input tokens and $0.24 per million output tokens; MiniMax-M2.5 lists at $0.30 and $1.20.

Is Amazon Nova Lite or MiniMax-M2.5 better for coding?

MiniMax-M2.5 scores higher on coding benchmarks: 47.9 versus 32.0 in the Noometry coding category.

Which has the bigger context window?

Amazon Nova Lite does, with 300K tokens against 205K.

How many benchmarks do Amazon Nova Lite and MiniMax-M2.5 share?

19 benchmarks have published results for both models. Amazon Nova Lite has 34 scored results on Noometry and MiniMax-M2.5 has 33.

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