Model comparison

Amazon Nova Lite vs GPT-6 Luna

GPT-6 Luna is the stronger model overall, scoring 53.3 to 31.9 on the Noometry Index. Amazon Nova Lite costs 1.9× less per token, which makes it the better buy when GPT-6 Luna's lead doesn't matter for your workload.

Last verified . 19 shared benchmarks.

Amazon Nova Lite Amazon

31.9

Rank #265 Confirmed

GPT-6 Luna OpenAI

53.3

Rank #36 Confirmed

Summary

  • They share 19 benchmarks with published results for both. Amazon Nova Lite scores higher in 0 categories and GPT-6 Luna in 9 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-6 Luna leads 76.1 to 27.8.
  • Amazon Nova Lite is cheaper at $0.06 / $0.24 per million input/output tokens, against $0.10 / $0.50 for GPT-6 Luna.
  • GPT-6 Luna accepts more context: 1.05M tokens versus 300K.

Side by side

Amazon Nova Lite and GPT-6 Luna specifications
Amazon Nova LiteGPT-6 Luna
ProviderAmazonOpenAI
Noometry Index31.953.3
Released2024-12-032026-09-22
WeightsProprietaryProprietary
Context window300K1.05M
Max output10K128K
Input $ / M tokens$0.06$0.10
Output $ / M tokens$0.24$0.50
Results tracked3442

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Category by category

Coding GPT-6 Luna leads

Amazon Nova Lite: 32.5 (#270), GPT-6 Luna: 55.5 (#25)

Coding benchmarks
BenchmarkAmazon Nova LiteGPT-6 Luna
LMArena Coding12391439
ALE-Bench236.251,577
DeepSWE—66.6%
FrontierCode—42.4%
LMArena WebDev—1581
SciCode—54.6%
LiveBench Coding27.5%—

Agentic & Tool Use Not comparable

Amazon Nova Lite: —, GPT-6 Luna: 33.3 (#54)

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova LiteGPT-6 Luna
APEX-Agents—44.3%
GDP.pdf—23%

Reasoning GPT-6 Luna leads

Amazon Nova Lite: 19.3 (#260), GPT-6 Luna: 48.2 (#41)

Reasoning benchmarks
BenchmarkAmazon Nova LiteGPT-6 Luna
LMArena Hard Prompts12201411
ARC-AGI-2—59.3%
NYT Connections (extended)—68.7%
ARC-AGI-1—86.7%
CritPt—19.4%
Chess Puzzles—31%
LiveBench Reasoning36.7%—
Mystery Game Puzzles—7%
DTBench—90.1%
LiveBench Data Analysis37.2%—
LMCA—44.5%
Epoch Capabilities Index—156.28
LiveBench36.4%—

Math GPT-6 Luna leads

Amazon Nova Lite: 27.8 (#247), GPT-6 Luna: 76.1 (#15)

Math benchmarks
BenchmarkAmazon Nova LiteGPT-6 Luna
LMArena Math12271416
FrontierMath (Tiers 1-3)—78.9%
FrontierMath Tier 4—56.1%
OTIS Mock AIME 2024-2025—98.9%
ProofBench—64%
Omni-MATH23.3%—
LiveBench Math36.7%—

Knowledge GPT-6 Luna leads

Amazon Nova Lite: 26.3 (#259), GPT-6 Luna: 57.0 (#41)

Knowledge benchmarks
BenchmarkAmazon Nova LiteGPT-6 Luna
LMArena Expert12011444
GPQA Diamond—90.5%
Humanity's Last Exam3.6%—
SimpleQA Verified—41.4%
MMLU-Pro60%—
Vectara Hallucination Rate6.1%—
GPQA (HELM)39.7%—
MMLU77%—

Multimodal GPT-6 Luna leads

Amazon Nova Lite: 25.5 (#123), GPT-6 Luna: 42.4 (#30)

Multimodal benchmarks
BenchmarkAmazon Nova LiteGPT-6 Luna
LMArena Vision9901217
Blueprint-Bench 2—31.2%
Furniture Assembly—44.2%

Multilingual GPT-6 Luna leads

Amazon Nova Lite: 38.0 (#232), GPT-6 Luna: 50.5 (#117)

Multilingual benchmarks
BenchmarkAmazon Nova LiteGPT-6 Luna
LMArena Non-English12081386
LMArena Chinese12251433
LMArena French12371420
LMArena German12291369
LMArena Japanese11531369
LMArena Korean11531360
LMArena Russian12161394
LMArena Spanish12261393

Instruction Following GPT-6 Luna leads

Amazon Nova Lite: 59.3 (#255), GPT-6 Luna: 74.3 (#99)

Instruction Following benchmarks
BenchmarkAmazon Nova LiteGPT-6 Luna
LMArena Instruction Following12051409
LiveBench Instruction Following54.1%—
IFEval77.6%—

Long Context GPT-6 Luna leads

Amazon Nova Lite: 37.4 (#217), GPT-6 Luna: 43.0 (#111)

Long Context benchmarks
BenchmarkAmazon Nova LiteGPT-6 Luna
LMArena Longer Query12341409

Writing & Preference GPT-6 Luna leads

Amazon Nova Lite: 42.1 (#237), GPT-6 Luna: 58.3 (#119)

Writing & Preference benchmarks
BenchmarkAmazon Nova LiteGPT-6 Luna
LMArena Text12291391
LMArena Creative Writing11971363
LMArena Multi-Turn11991396
WildBench75%—
LiveBench Language25.9%—

Frequently asked questions

Is Amazon Nova Lite better than GPT-6 Luna?

GPT-6 Luna is the stronger model overall, scoring 53.3 to 31.9 on the Noometry Index. Amazon Nova Lite costs 1.9× less per token, which makes it the better buy when GPT-6 Luna's lead doesn't matter for your workload.

Which is cheaper, Amazon Nova Lite or GPT-6 Luna?

Amazon Nova Lite is cheaper. It lists at $0.06 per million input tokens and $0.24 per million output tokens; GPT-6 Luna lists at $0.10 and $0.50.

Is Amazon Nova Lite or GPT-6 Luna better for coding?

GPT-6 Luna scores higher on coding benchmarks: 55.5 versus 32.5 in the Noometry coding category.

Which has the bigger context window?

GPT-6 Luna does, with 1.05M tokens against 300K.

How many benchmarks do Amazon Nova Lite and GPT-6 Luna share?

19 benchmarks have published results for both models. Amazon Nova Lite has 34 scored results on Noometry and GPT-6 Luna has 42.

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