Model comparison

Amazon Nova Pro vs GPT-5.2 Codex

GPT-5.2 Codex is the stronger model overall, scoring 42.6 to 31.0 on the Noometry Index. Amazon Nova Pro costs 3.4× less per token, which makes it the better buy when GPT-5.2 Codex's lead doesn't matter for your workload.

Last verified . 0 shared benchmarks.

Amazon Nova Pro Amazon

31.0

Rank #281 Confirmed

GPT-5.2 Codex OpenAI

42.6

Rank #111 Reported

Summary

  • The widest gap is in agentic & tool use, where GPT-5.2 Codex leads 41.0 to 16.7.
  • Amazon Nova Pro is cheaper at $0.80 / $3.20 per million input/output tokens, against $1.75 / $14 for GPT-5.2 Codex.
  • GPT-5.2 Codex accepts more context: 400K tokens versus 300K.

Side by side

Amazon Nova Pro and GPT-5.2 Codex specifications
Amazon Nova ProGPT-5.2 Codex
ProviderAmazonOpenAI
Noometry Index31.042.6
Released2024-12-032025-12-18
WeightsProprietaryProprietary
Context window300K400K
Max output10K128K
Input $ / M tokens$0.80$1.75
Output $ / M tokens$3.20$14
Results tracked385

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Category by category

Coding GPT-5.2 Codex leads

Amazon Nova Pro: 35.1 (#229), GPT-5.2 Codex: 45.5 (#71)

Coding benchmarks
BenchmarkAmazon Nova ProGPT-5.2 Codex
SWE-bench Verified (bash only)—72.8%
LMArena WebDev—1339
SWE-bench Multilingual—66.3%
LiveBench Coding38.1%—
LMArena Coding1270—
ALE-Bench—1,300

Agentic & Tool Use GPT-5.2 Codex leads

Amazon Nova Pro: 16.7 (#147), GPT-5.2 Codex: 41.0 (#22)

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova ProGPT-5.2 Codex
Terminal-Bench—66.5%
Berkeley Function Calling Leaderboard25%—
TheAgentCompany1.7%—

Reasoning Not comparable

Amazon Nova Pro: 20.0 (#243), GPT-5.2 Codex: —

Reasoning benchmarks
BenchmarkAmazon Nova ProGPT-5.2 Codex
LiveBench Reasoning32.6%—
LMArena Hard Prompts1246—
LiveBench Data Analysis48.3%—
Epoch Capabilities Index123.8—
LiveBench43.5%—

Math Not comparable

Amazon Nova Pro: 28.5 (#243), GPT-5.2 Codex: —

Math benchmarks
BenchmarkAmazon Nova ProGPT-5.2 Codex
Omni-MATH24.2%—
LiveBench Math38%—
LMArena Math1252—

Knowledge Not comparable

Amazon Nova Pro: 27.4 (#250), GPT-5.2 Codex: —

Knowledge benchmarks
BenchmarkAmazon Nova ProGPT-5.2 Codex
Humanity's Last Exam4.4%—
MMLU-Pro67.3%—
Confabulations30.1%—
Vectara Hallucination Rate5.1%—
GPQA (HELM)44.6%—
LMArena Expert1211—
MMLU82%—

Multimodal Not comparable

Amazon Nova Pro: 25.0 (#126), GPT-5.2 Codex: —

Multimodal benchmarks
BenchmarkAmazon Nova ProGPT-5.2 Codex
LMArena Vision980—

Multilingual Not comparable

Amazon Nova Pro: 39.7 (#223), GPT-5.2 Codex: —

Multilingual benchmarks
BenchmarkAmazon Nova ProGPT-5.2 Codex
LMArena Non-English1234—
LMArena Chinese1244—
LMArena French1271—
LMArena German1243—
LMArena Japanese1200—
LMArena Korean1203—
LMArena Russian1240—
LMArena Spanish1182—

Instruction Following Not comparable

Amazon Nova Pro: 64.9 (#226), GPT-5.2 Codex: —

Instruction Following benchmarks
BenchmarkAmazon Nova ProGPT-5.2 Codex
LiveBench Instruction Following67.1%—
IFEval81.5%—
LMArena Instruction Following1235—

Long Context Not comparable

Amazon Nova Pro: 38.1 (#205), GPT-5.2 Codex: —

Long Context benchmarks
BenchmarkAmazon Nova ProGPT-5.2 Codex
LMArena Longer Query1255—

Writing & Preference Not comparable

Amazon Nova Pro: 43.9 (#226), GPT-5.2 Codex: —

Writing & Preference benchmarks
BenchmarkAmazon Nova ProGPT-5.2 Codex
LMArena Text1259—
LMArena Creative Writing1212—
Short-Story Creative Writing60.5%—
WildBench77.7%—
LMArena Multi-Turn1246—
LiveBench Language37%—

Frequently asked questions

Is Amazon Nova Pro better than GPT-5.2 Codex?

GPT-5.2 Codex is the stronger model overall, scoring 42.6 to 31.0 on the Noometry Index. Amazon Nova Pro costs 3.4× less per token, which makes it the better buy when GPT-5.2 Codex's lead doesn't matter for your workload.

Which is cheaper, Amazon Nova Pro or GPT-5.2 Codex?

Amazon Nova Pro is cheaper. It lists at $0.80 per million input tokens and $3.20 per million output tokens; GPT-5.2 Codex lists at $1.75 and $14.

Is Amazon Nova Pro or GPT-5.2 Codex better for coding?

GPT-5.2 Codex scores higher on coding benchmarks: 45.5 versus 35.1 in the Noometry coding category.

Which has the bigger context window?

GPT-5.2 Codex does, with 400K tokens against 300K.

How many benchmarks do Amazon Nova Pro and GPT-5.2 Codex share?

0 benchmarks have published results for both models. Amazon Nova Pro has 38 scored results on Noometry and GPT-5.2 Codex has 5.

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