Model comparison

Amazon Nova Micro vs GPT-5.1-Codex

GPT-5.1-Codex is the stronger model overall, scoring 38.6 to 30.4 on the Noometry Index. Amazon Nova Micro costs 56× less per token, which makes it the better buy when GPT-5.1-Codex's lead doesn't matter for your workload.

Last verified . 0 shared benchmarks.

Amazon Nova Micro Amazon

30.4

Rank #294 Confirmed

GPT-5.1-Codex OpenAI

38.6

Rank #186 Reported

Summary

  • The widest gap is in agentic & tool use, where GPT-5.1-Codex leads 38.0 to 22.1.
  • Amazon Nova Micro is cheaper at $0.035 / $0.14 per million input/output tokens, against $1.25 / $10 for GPT-5.1-Codex.
  • GPT-5.1-Codex accepts more context: 400K tokens versus 128K.

Side by side

Amazon Nova Micro and GPT-5.1-Codex specifications
Amazon Nova MicroGPT-5.1-Codex
ProviderAmazonOpenAI
Noometry Index30.438.6
Released2024-12-032025-11-12
WeightsProprietaryProprietary
Context window128K400K
Max output10K128K
Input $ / M tokens$0.035$1.25
Output $ / M tokens$0.14$10
Results tracked326

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Category by category

Coding GPT-5.1-Codex leads

Amazon Nova Micro: 30.5 (#295), GPT-5.1-Codex: 41.9 (#116)

Coding benchmarks
BenchmarkAmazon Nova MicroGPT-5.1-Codex
SWE-bench Verified (bash only)—66%
LMArena WebDev—1337
LiveBench Coding20.2%—
LMArena Coding1218—
ALE-Bench—1,245

Agentic & Tool Use GPT-5.1-Codex leads

Amazon Nova Micro: 22.1 (#132), GPT-5.1-Codex: 38.0 (#33)

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova MicroGPT-5.1-Codex
Terminal-Bench—60.4%
Berkeley Function Calling Leaderboard22.3%—
METR Time Horizons—70.8%

Reasoning Not comparable

Amazon Nova Micro: 17.4 (#294), GPT-5.1-Codex: —

Reasoning benchmarks
BenchmarkAmazon Nova MicroGPT-5.1-Codex
LiveBench Reasoning25.1%—
LMArena Hard Prompts1191—
LiveBench Data Analysis34%—
LiveBench29.6%—

Math GPT-5.1-Codex leads

Amazon Nova Micro: 26.9 (#254), GPT-5.1-Codex: 30.3 (#235)

Math benchmarks
BenchmarkAmazon Nova MicroGPT-5.1-Codex
ProofBench—9%
Omni-MATH21.4%—
LiveBench Math34.5%—
LMArena Math1206—

Knowledge Not comparable

Amazon Nova Micro: 29.6 (#237), GPT-5.1-Codex: —

Knowledge benchmarks
BenchmarkAmazon Nova MicroGPT-5.1-Codex
MMLU-Pro51.1%—
Vectara Hallucination Rate5.5%—
GPQA (HELM)38.3%—
LMArena Expert1184—
MMLU70.8%—

Multilingual Not comparable

Amazon Nova Micro: 36.5 (#239), GPT-5.1-Codex: —

Multilingual benchmarks
BenchmarkAmazon Nova MicroGPT-5.1-Codex
LMArena Non-English1186—
LMArena Chinese1209—
LMArena French1238—
LMArena German1192—
LMArena Japanese1154—
LMArena Korean1150—
LMArena Russian1185—
LMArena Spanish1225—

Instruction Following Not comparable

Amazon Nova Micro: 56.3 (#272), GPT-5.1-Codex: —

Instruction Following benchmarks
BenchmarkAmazon Nova MicroGPT-5.1-Codex
LiveBench Instruction Following48%—
IFEval76%—
LMArena Instruction Following1174—

Long Context Not comparable

Amazon Nova Micro: 36.5 (#229), GPT-5.1-Codex: —

Long Context benchmarks
BenchmarkAmazon Nova MicroGPT-5.1-Codex
LMArena Longer Query1205—

Writing & Preference Not comparable

Amazon Nova Micro: 39.5 (#247), GPT-5.1-Codex: —

Writing & Preference benchmarks
BenchmarkAmazon Nova MicroGPT-5.1-Codex
LMArena Text1208—
LMArena Creative Writing1172—
WildBench74.3%—
LMArena Multi-Turn1178—
LiveBench Language15.8%—

Frequently asked questions

Is Amazon Nova Micro better than GPT-5.1-Codex?

GPT-5.1-Codex is the stronger model overall, scoring 38.6 to 30.4 on the Noometry Index. Amazon Nova Micro costs 56× less per token, which makes it the better buy when GPT-5.1-Codex's lead doesn't matter for your workload.

Which is cheaper, Amazon Nova Micro or GPT-5.1-Codex?

Amazon Nova Micro is cheaper. It lists at $0.035 per million input tokens and $0.14 per million output tokens; GPT-5.1-Codex lists at $1.25 and $10.

Is Amazon Nova Micro or GPT-5.1-Codex better for coding?

GPT-5.1-Codex scores higher on coding benchmarks: 41.9 versus 30.5 in the Noometry coding category.

Which has the bigger context window?

GPT-5.1-Codex does, with 400K tokens against 128K.

How many benchmarks do Amazon Nova Micro and GPT-5.1-Codex share?

0 benchmarks have published results for both models. Amazon Nova Micro has 32 scored results on Noometry and GPT-5.1-Codex has 6.

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