Model comparison

GPT-5.1-Codex vs Mercury 2

GPT-5.1-Codex and Mercury 2 score almost the same on the Noometry Index (38.2 vs 38.8), so choose on price, context window or the category you care about most.

Last verified . 2 shared benchmarks.

GPT-5.1-Codex OpenAI

38.2

Rank #178 Reported

Mercury 2 Inception

38.8

Rank #167 Confirmed

Summary

  • They share 2 benchmarks with published results for both. GPT-5.1-Codex scores higher in 1 category and Mercury 2 in 0 categories; one gap is clear of the uncertainty.
  • The widest gap is in coding, where GPT-5.1-Codex leads 41.7 to 33.2.
  • Mercury 2 is cheaper at $0.25 / $0.75 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

GPT-5.1-Codex and Mercury 2 specifications
GPT-5.1-CodexMercury 2
ProviderOpenAIInception
Noometry Index38.238.8
Released2025-11-122026-02-20
WeightsProprietaryProprietary
Context window400K128K
Max output128K50K
Input $ / M tokens$1.25$0.25
Output $ / M tokens$10$0.75
Results tracked617

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Category by category

Coding GPT-5.1-Codex leads

GPT-5.1-Codex: 41.7 (#107), Mercury 2: 33.2 (#250)

Coding benchmarks
BenchmarkGPT-5.1-CodexMercury 2
LMArena WebDev13371170
ALE-Bench1,245785.58
SWE-bench Verified (bash only)66%—
SciCode—38.7%
WeirdML—43.2%
LMArena Coding—1391

Agentic & Tool Use Not comparable

GPT-5.1-Codex: 37.8 (#32), Mercury 2: —

Agentic & Tool Use benchmarks
BenchmarkGPT-5.1-CodexMercury 2
Terminal-Bench60.4%—
METR Time Horizons70.8%—

Reasoning Not comparable

GPT-5.1-Codex: —, Mercury 2: 23.0 (#170)

Reasoning benchmarks
BenchmarkGPT-5.1-CodexMercury 2
CritPt—0.8%
LMArena Hard Prompts—1362

Math Not comparable

GPT-5.1-Codex: 29.3 (#218), Mercury 2: —

Math benchmarks
BenchmarkGPT-5.1-CodexMercury 2
ProofBench9%—

Knowledge Not comparable

GPT-5.1-Codex: —, Mercury 2: 35.6 (#170)

Knowledge benchmarks
BenchmarkGPT-5.1-CodexMercury 2
Vectara Hallucination Rate—12.3%
LMArena Expert—1358

Multilingual Not comparable

GPT-5.1-Codex: —, Mercury 2: 46.8 (#153)

Multilingual benchmarks
BenchmarkGPT-5.1-CodexMercury 2
LMArena Non-English—1331
LMArena Chinese—1416
LMArena Russian—1303

Instruction Following Not comparable

GPT-5.1-Codex: —, Mercury 2: 70.4 (#161)

Instruction Following benchmarks
BenchmarkGPT-5.1-CodexMercury 2
LMArena Instruction Following—1328

Long Context Not comparable

GPT-5.1-Codex: —, Mercury 2: 40.4 (#149)

Long Context benchmarks
BenchmarkGPT-5.1-CodexMercury 2
LMArena Longer Query—1329

Writing & Preference Not comparable

GPT-5.1-Codex: —, Mercury 2: 54.0 (#151)

Writing & Preference benchmarks
BenchmarkGPT-5.1-CodexMercury 2
LMArena Text—1355
LMArena Creative Writing—1289
LMArena Multi-Turn—1358

Frequently asked questions

Is GPT-5.1-Codex better than Mercury 2?

GPT-5.1-Codex and Mercury 2 score almost the same on the Noometry Index (38.2 vs 38.8), so choose on price, context window or the category you care about most.

Which is cheaper, GPT-5.1-Codex or Mercury 2?

Mercury 2 is cheaper. It lists at $0.25 per million input tokens and $0.75 per million output tokens; GPT-5.1-Codex lists at $1.25 and $10.

Is GPT-5.1-Codex or Mercury 2 better for coding?

GPT-5.1-Codex scores higher on coding benchmarks: 41.7 versus 33.2 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 GPT-5.1-Codex and Mercury 2 share?

2 benchmarks have published results for both models. GPT-5.1-Codex has 6 scored results on Noometry and Mercury 2 has 17.

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