Model comparison

Amazon Nova Lite vs o1

o1 is the stronger model overall, scoring 40.6 to 31.4 on the Noometry Index. Amazon Nova Lite costs 250× less per token, which makes it the better buy when o1's lead doesn't matter for your workload.

Last verified . 26 shared benchmarks.

Amazon Nova Lite Amazon

31.4

Rank #262 Confirmed

o1 OpenAI

40.6

Rank #140 Confirmed

Summary

  • They share 26 benchmarks with published results for both. Amazon Nova Lite scores higher in 0 categories and o1 in 9 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where o1 leads 41.5 to 26.0.
  • The biggest single-benchmark swing is LiveBench Reasoning: 36.7% for Amazon Nova Lite and 91.6% for o1.
  • Amazon Nova Lite is cheaper at $0.06 / $0.24 per million input/output tokens, against $15 / $60 for o1.
  • Amazon Nova Lite accepts more context: 300K tokens versus 200K.

Side by side

Amazon Nova Lite and o1 specifications
Amazon Nova Liteo1
ProviderAmazonOpenAI
Noometry Index31.440.6
Released2024-12-032024-09-12
WeightsProprietaryProprietary
Context window300K200K
Max output10K100K
Input $ / M tokens$0.06$15
Output $ / M tokens$0.24$60
Results tracked3452

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Category by category

Coding o1 leads

Amazon Nova Lite: 32.0 (#266), o1: 45.7 (#64)

Coding benchmarks
BenchmarkAmazon Nova Liteo1
LiveBench Coding27.5%69.7%
LMArena Coding12391367
Aider Polyglot—61.7%
WeirdML—47.6%
CadEval—56%
ALE-Bench236.25—
HumanEval+—89%
MBPP+—80.2%

Agentic & Tool Use Not comparable

Amazon Nova Lite: —, o1: 24.3 (#111)

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova Liteo1
Cybench—10%
METR Time Horizons—51.1%

Reasoning o1 leads

Amazon Nova Lite: 18.5 (#257), o1: 27.5 (#103)

Reasoning benchmarks
BenchmarkAmazon Nova Liteo1
LiveBench Reasoning36.7%91.6%
LMArena Hard Prompts12201372
LiveBench Data Analysis37.2%65.5%
LiveBench36.4%75.7%
SimpleBench—41.7%
ARC-AGI-1—30.7%
Chess Puzzles—15%
EnigmaEval—5.7%
DTBench—74.7%
LMCA—22.3%
Epoch Capabilities Index—141.92

Math o1 leads

Amazon Nova Lite: 25.8 (#243), o1: 34.9 (#150)

Math benchmarks
BenchmarkAmazon Nova Liteo1
LiveBench Math36.7%80.3%
LMArena Math12271388
FrontierMath (Tiers 1-3)—14.7%
OTIS Mock AIME 2024-2025—73.3%
Omni-MATH23.3%—
MATH Level 5—94.7%
FrontierMath (Feb 2025 set)—9.3%

Knowledge o1 leads

Amazon Nova Lite: 26.0 (#254), o1: 41.5 (#101)

Knowledge benchmarks
BenchmarkAmazon Nova Liteo1
Humanity's Last Exam3.6%8%
LMArena Expert12011362
GPQA Diamond—76.8%
SimpleQA Verified—41.1%
MMLU-Pro60%—
Confabulations—11.7%
Vectara Hallucination Rate6.1%—
GPQA (HELM)39.7%—
MMLU77%—

Multimodal o1 leads

Amazon Nova Lite: 25.0 (#118), o1: 33.6 (#87)

Multimodal benchmarks
BenchmarkAmazon Nova Liteo1
LMArena Vision9901168
GeoBench—80%
VPCT—37%
SpatialViz-Bench—41.4%

Multilingual o1 leads

Amazon Nova Lite: 38.2 (#227), o1: 48.8 (#137)

Multilingual benchmarks
BenchmarkAmazon Nova Liteo1
LMArena Non-English12081359
LMArena Chinese12251394
LMArena French12371343
LMArena German12291337
LMArena Japanese11531346
LMArena Korean11531396
LMArena Russian12161356
LMArena Spanish12251345

Instruction Following o1 leads

Amazon Nova Lite: 59.6 (#250), o1: 75.0 (#82)

Instruction Following benchmarks
BenchmarkAmazon Nova Liteo1
LiveBench Instruction Following54.1%81.5%
LMArena Instruction Following12051368
IFEval77.6%—

Long Context o1 leads

Amazon Nova Lite: 37.4 (#212), o1: 50.3 (#9)

Long Context benchmarks
BenchmarkAmazon Nova Liteo1
LMArena Longer Query12341378
Fiction.LiveBench—83.3%

Writing & Preference o1 leads

Amazon Nova Lite: 42.3 (#232), o1: 55.8 (#139)

Writing & Preference benchmarks
BenchmarkAmazon Nova Liteo1
LMArena Text12291366
LMArena Creative Writing11971347
LMArena Multi-Turn11991368
LiveBench Language25.9%65.4%
Short-Story Creative Writing—70.2%
WildBench75%—

Frequently asked questions

Is Amazon Nova Lite better than o1?

o1 is the stronger model overall, scoring 40.6 to 31.4 on the Noometry Index. Amazon Nova Lite costs 250× less per token, which makes it the better buy when o1's lead doesn't matter for your workload.

Which is cheaper, Amazon Nova Lite or o1?

Amazon Nova Lite is cheaper. It lists at $0.06 per million input tokens and $0.24 per million output tokens; o1 lists at $15 and $60.

Is Amazon Nova Lite or o1 better for coding?

o1 scores higher on coding benchmarks: 45.7 versus 32.0 in the Noometry coding category.

Which has the bigger context window?

Amazon Nova Lite does, with 300K tokens against 200K.

How many benchmarks do Amazon Nova Lite and o1 share?

26 benchmarks have published results for both models. Amazon Nova Lite has 34 scored results on Noometry and o1 has 52.

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