Model comparison

GPT-5.4 Pro vs Mercury 2.5

GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 33.5 on the Noometry Index. Mercury 2.5 costs 1000× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.

Last verified . 1 shared benchmarks.

GPT-5.4 Pro OpenAI

58.9

Rank #18 Confirmed

Mercury 2.5 Inception

33.5

Rank #242 Reported

Summary

  • They share 1 benchmark with published results for both. GPT-5.4 Pro scores higher in 3 categories and Mercury 2.5 in 0 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-5.4 Pro leads 72.4 to 23.3.
  • The biggest single-benchmark swing is CritPt: 30% for GPT-5.4 Pro and 0% for Mercury 2.5.
  • Mercury 2.5 is cheaper at $0.04 / $0.15 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
  • GPT-5.4 Pro accepts more context: 1.05M tokens versus 260K.

Side by side

GPT-5.4 Pro and Mercury 2.5 specifications
GPT-5.4 ProMercury 2.5
ProviderOpenAIInception
Noometry Index58.933.5
Released2026-03-052026-09-08
WeightsProprietaryProprietary
Context window1.05M260K
Max output128K66K
Input $ / M tokens$30$0.04
Output $ / M tokens$180$0.15
Results tracked164

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Category by category

Coding GPT-5.4 Pro leads

GPT-5.4 Pro: 43.2 (#90), Mercury 2.5: 39.5 (#156)

Coding benchmarks
BenchmarkGPT-5.4 ProMercury 2.5
SciCode—38.5%
WeirdML57.4%—
ALE-Bench—301.65

Reasoning GPT-5.4 Pro leads

GPT-5.4 Pro: 70.7 (#13), Mercury 2.5: 22.4 (#193)

Reasoning benchmarks
BenchmarkGPT-5.4 ProMercury 2.5
CritPt30%0%
ARC-AGI-283.3%—
SimpleBench74.1%—
ARC-AGI-194.5%—
Chess Puzzles58.6%—
EnigmaEval23.8%—
Epoch Capabilities Index158.93—

Math GPT-5.4 Pro leads

GPT-5.4 Pro: 72.4 (#22), Mercury 2.5: 23.3 (#272)

Math benchmarks
BenchmarkGPT-5.4 ProMercury 2.5
FrontierMath (Tiers 1-3)82.5%—
FrontierMath Tier 458.5%—
ProofBench—3%
FrontierMath (Feb 2025 set)50%—
FrontierMath Tier 4 (v1)37.5%—

Knowledge Not comparable

GPT-5.4 Pro: 68.3 (#7), Mercury 2.5: —

Knowledge benchmarks
BenchmarkGPT-5.4 ProMercury 2.5
GPQA Diamond94.6%—
Humanity's Last Exam44.3%—
SimpleQA Verified46.3%—
Vectara Hallucination Rate8.3%—

Frequently asked questions

Is GPT-5.4 Pro better than Mercury 2.5?

GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 33.5 on the Noometry Index. Mercury 2.5 costs 1000× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.

Which is cheaper, GPT-5.4 Pro or Mercury 2.5?

Mercury 2.5 is cheaper. It lists at $0.04 per million input tokens and $0.15 per million output tokens; GPT-5.4 Pro lists at $30 and $180.

Is GPT-5.4 Pro or Mercury 2.5 better for coding?

GPT-5.4 Pro scores higher on coding benchmarks: 43.2 versus 39.5 in the Noometry coding category.

Which has the bigger context window?

GPT-5.4 Pro does, with 1.05M tokens against 260K.

How many benchmarks do GPT-5.4 Pro and Mercury 2.5 share?

1 benchmark has published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and Mercury 2.5 has 4.

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