Model comparison

Amazon Nova Lite vs GPT-5.5

GPT-5.5 is the stronger model overall, scoring 63.4 to 31.9 on the Noometry Index. Amazon Nova Lite costs 107× less per token, which makes it the better buy when GPT-5.5's lead doesn't matter for your workload.

Last verified . 20 shared benchmarks.

Amazon Nova Lite Amazon

31.9

Rank #265 Confirmed

GPT-5.5 OpenAI

63.4

Rank #9 Confirmed

Summary

  • They share 20 benchmarks with published results for both. Amazon Nova Lite scores higher in 0 categories and GPT-5.5 in 9 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-5.5 leads 81.7 to 27.8.
  • Amazon Nova Lite is cheaper at $0.06 / $0.24 per million input/output tokens, against $5 / $30 for GPT-5.5.
  • GPT-5.5 accepts more context: 1.05M tokens versus 300K.

Side by side

Amazon Nova Lite and GPT-5.5 specifications
Amazon Nova LiteGPT-5.5
ProviderAmazonOpenAI
Noometry Index31.963.4
Released2024-12-032026-04-23
WeightsProprietaryProprietary
Context window300K1.05M
Max output10K128K
Input $ / M tokens$0.06$5
Output $ / M tokens$0.24$30
Results tracked3471

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Category by category

Coding GPT-5.5 leads

Amazon Nova Lite: 32.5 (#270), GPT-5.5: 58.2 (#17)

Coding benchmarks
BenchmarkAmazon Nova LiteGPT-5.5
LMArena Coding12391494
ALE-Bench236.251,943
SWE-bench Verified—80.6%
DeepSWE—67%
FrontierCode—43%
LMArena WebDev—1513
SciCode—56.1%
GSO—40.2%
WeirdML—84.9%
LiveBench Coding27.5%—
MirrorCode—10%

Agentic & Tool Use Not comparable

Amazon Nova Lite: —, GPT-5.5: 50.7 (#6)

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova LiteGPT-5.5
Terminal-Bench—84.7%
APEX-Agents—55.1%
OSWorld 2.0—13%
Remote Labor Index—6.3%
τ²-bench Banking—44.6%
DeepResearch Bench—54%
PostTrainBench—27.2%
ExploitBench—47.4%
GBAEval—53.2%
GDP.pdf—26%
LMArena Search—1242
Vending-Bench 2—7,524

Reasoning GPT-5.5 leads

Amazon Nova Lite: 19.3 (#260), GPT-5.5: 72.8 (#11)

Reasoning benchmarks
BenchmarkAmazon Nova LiteGPT-5.5
LMArena Hard Prompts12201489
ARC-AGI-2—85%
SimpleBench—69%
Kagi LLM Benchmark—88.8%
NYT Connections (extended)—96.2%
ARC-AGI-1—95%
CritPt—27.1%
Chess Puzzles—54%
EBR-Bench—34.3%
LiveBench Reasoning36.7%—
Mystery Game Puzzles—56%
DTBench—96%
LiveBench Data Analysis37.2%—
LMCA—54.3%
Surface Evolver Bench—88.1%
Bench to the Future 3—0.14
Epoch Capabilities Index—159.1
ForecastBench—60.6
LiveBench36.4%—

Math GPT-5.5 leads

Amazon Nova Lite: 27.8 (#247), GPT-5.5: 81.7 (#11)

Knowledge GPT-5.5 leads

Amazon Nova Lite: 26.3 (#259), GPT-5.5: 64.4 (#17)

Knowledge benchmarks
BenchmarkAmazon Nova LiteGPT-5.5
Vectara Hallucination Rate6.1%9.3%
LMArena Expert12011508
GPQA Diamond—94%
Humanity's Last Exam3.6%—
SimpleQA Verified—63%
MMLU-Pro60%—
GPQA (HELM)39.7%—
MMLU77%—

Multimodal GPT-5.5 leads

Amazon Nova Lite: 25.5 (#123), GPT-5.5: 46.9 (#12)

Multimodal benchmarks
BenchmarkAmazon Nova LiteGPT-5.5
LMArena Vision9901297
Blueprint-Bench 2—36.2%
Furniture Assembly—44.2%
LMArena Document—1486

Multilingual GPT-5.5 leads

Amazon Nova Lite: 38.0 (#232), GPT-5.5: 56.4 (#20)

Multilingual benchmarks
BenchmarkAmazon Nova LiteGPT-5.5
LMArena Non-English12081467
LMArena Chinese12251533
LMArena French12371486
LMArena German12291480
LMArena Japanese11531498
LMArena Korean11531460
LMArena Russian12161473
LMArena Spanish12261468

Instruction Following GPT-5.5 leads

Amazon Nova Lite: 59.3 (#255), GPT-5.5: 77.5 (#18)

Instruction Following benchmarks
BenchmarkAmazon Nova LiteGPT-5.5
LMArena Instruction Following12051479
LiveBench Instruction Following54.1%—
IFEval77.6%—

Long Context GPT-5.5 leads

Amazon Nova Lite: 37.4 (#217), GPT-5.5: 48.3 (#12)

Long Context benchmarks
BenchmarkAmazon Nova LiteGPT-5.5
LMArena Longer Query12341484
CL-bench Life—22.2%

Writing & Preference GPT-5.5 leads

Amazon Nova Lite: 42.1 (#237), GPT-5.5: 72.7 (#13)

Writing & Preference benchmarks
BenchmarkAmazon Nova LiteGPT-5.5
LMArena Text12291472
LMArena Creative Writing11971455
LMArena Multi-Turn11991476
EQ-Bench Creative Writing—1844
WildBench75%—
EQ-Bench 4—1315
LiveBench Language25.9%—

Frequently asked questions

Is Amazon Nova Lite better than GPT-5.5?

GPT-5.5 is the stronger model overall, scoring 63.4 to 31.9 on the Noometry Index. Amazon Nova Lite costs 107× less per token, which makes it the better buy when GPT-5.5's lead doesn't matter for your workload.

Which is cheaper, Amazon Nova Lite or GPT-5.5?

Amazon Nova Lite is cheaper. It lists at $0.06 per million input tokens and $0.24 per million output tokens; GPT-5.5 lists at $5 and $30.

Is Amazon Nova Lite or GPT-5.5 better for coding?

GPT-5.5 scores higher on coding benchmarks: 58.2 versus 32.5 in the Noometry coding category.

Which has the bigger context window?

GPT-5.5 does, with 1.05M tokens against 300K.

How many benchmarks do Amazon Nova Lite and GPT-5.5 share?

20 benchmarks have published results for both models. Amazon Nova Lite has 34 scored results on Noometry and GPT-5.5 has 71.

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