Model comparison

Amazon Nova Experimental Chat 10 20 vs GPT-6 Astra

GPT-6 Astra is the stronger model overall, scoring 70.8 to 42.1 on the Noometry Index.

Last verified . 17 shared benchmarks.

GPT-6 Astra OpenAI

70.8

Rank #1 Confirmed

Summary

  • They share 17 benchmarks with published results for both. Amazon Nova Experimental Chat 10 20 scores higher in 0 categories and GPT-6 Astra in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where GPT-6 Astra leads 85.1 to 28.4.

Side by side

Amazon Nova Experimental Chat 10 20 and GPT-6 Astra specifications
Amazon Nova Experimental Chat 10 20GPT-6 Astra
ProviderAmazonOpenAI
Noometry Index42.170.8
Released—2026-09-03
WeightsProprietaryProprietary
Context window—1.05M
Max output—128K
Input $ / M tokens—$10
Output $ / M tokens—$50
Results tracked1756

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Category by category

Coding GPT-6 Astra leads

Amazon Nova Experimental Chat 10 20: 41.6 (#123), GPT-6 Astra: 73.7 (#2)

Coding benchmarks
BenchmarkAmazon Nova Experimental Chat 10 20GPT-6 Astra
LMArena Coding14121487
DeepSWE—74.1%
FrontierCode—53.3%
LMArena WebDev—1786
FrontierSWE—65.5%
SciCode—56.5%
GSO—79.4%
WeirdML—93.6%
MirrorCode—46.7%
ALE-Bench—2,951

Agentic & Tool Use Not comparable

Amazon Nova Experimental Chat 10 20: —, GPT-6 Astra: 52.9 (#3)

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova Experimental Chat 10 20GPT-6 Astra
APEX-Agents—64.7%
Remote Labor Index—20.8%
BALROG—68.3%
GDP.pdf—34.2%
Vending-Bench 2—15,515

Reasoning GPT-6 Astra leads

Amazon Nova Experimental Chat 10 20: 28.4 (#106), GPT-6 Astra: 85.1 (#1)

Reasoning benchmarks
BenchmarkAmazon Nova Experimental Chat 10 20GPT-6 Astra
LMArena Hard Prompts13961462
ARC-AGI-2—95%
NYT Connections (extended)—98.1%
ARC-AGI-1—98.5%
CritPt—31.7%
Chess Puzzles—72%
EBR-Bench—76.2%
Mystery Game Puzzles—84%
DTBench—97.3%
LMCA—64.4%
Bench to the Future 3—0.14
Epoch Capabilities Index—166.45

Math GPT-6 Astra leads

Amazon Nova Experimental Chat 10 20: 39.0 (#119), GPT-6 Astra: 93.5 (#2)

Math benchmarks
BenchmarkAmazon Nova Experimental Chat 10 20GPT-6 Astra
LMArena Math14251465
FrontierMath (Tiers 1-3)—93.7%
FrontierMath Tier 4—97.6%
OTIS Mock AIME 2024-2025—100%
ProofBench—99%
FrontierMath Erdős—2.9%

Knowledge GPT-6 Astra leads

Amazon Nova Experimental Chat 10 20: 38.5 (#144), GPT-6 Astra: 75.3 (#1)

Knowledge benchmarks
BenchmarkAmazon Nova Experimental Chat 10 20GPT-6 Astra
LMArena Expert13861483
GPQA Diamond—95.8%
Humanity's Last Exam—54.8%
SimpleQA Verified—75.6%
Vectara Hallucination Rate—8.7%

Multimodal Not comparable

Amazon Nova Experimental Chat 10 20: —, GPT-6 Astra: 55.0 (#3)

Multimodal benchmarks
BenchmarkAmazon Nova Experimental Chat 10 20GPT-6 Astra
LMArena Vision—1281
Blueprint-Bench 2—49.7%
Furniture Assembly—80%
LMArena Document—1468

Multilingual GPT-6 Astra leads

Amazon Nova Experimental Chat 10 20: 49.5 (#131), GPT-6 Astra: 53.7 (#61)

Multilingual benchmarks
BenchmarkAmazon Nova Experimental Chat 10 20GPT-6 Astra
LMArena Non-English13721430
LMArena Chinese14041484
LMArena French14251456
LMArena German13911440
LMArena Japanese13601379
LMArena Korean13241426
LMArena Russian13711436
LMArena Spanish13821407

Instruction Following GPT-6 Astra leads

Amazon Nova Experimental Chat 10 20: 72.1 (#141), GPT-6 Astra: 76.3 (#44)

Instruction Following benchmarks
BenchmarkAmazon Nova Experimental Chat 10 20GPT-6 Astra
LMArena Instruction Following13651450

Long Context GPT-6 Astra leads

Amazon Nova Experimental Chat 10 20: 41.7 (#133), GPT-6 Astra: 44.5 (#62)

Long Context benchmarks
BenchmarkAmazon Nova Experimental Chat 10 20GPT-6 Astra
LMArena Longer Query13701456

Writing & Preference GPT-6 Astra leads

Amazon Nova Experimental Chat 10 20: 56.6 (#136), GPT-6 Astra: 75.3 (#7)

Writing & Preference benchmarks
BenchmarkAmazon Nova Experimental Chat 10 20GPT-6 Astra
LMArena Text13941441
LMArena Creative Writing13181418
LMArena Multi-Turn13641448
EQ-Bench Creative Writing—2173

Frequently asked questions

Is Amazon Nova Experimental Chat 10 20 better than GPT-6 Astra?

GPT-6 Astra is the stronger model overall, scoring 70.8 to 42.1 on the Noometry Index.

Is Amazon Nova Experimental Chat 10 20 or GPT-6 Astra better for coding?

GPT-6 Astra scores higher on coding benchmarks: 73.7 versus 41.6 in the Noometry coding category.

How many benchmarks do Amazon Nova Experimental Chat 10 20 and GPT-6 Astra share?

17 benchmarks have published results for both models. Amazon Nova Experimental Chat 10 20 has 17 scored results on Noometry and GPT-6 Astra has 56.

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