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Model comparison

GPT-5.4 Pro vs Mercury 2

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
60.89/100
No comparison
Inception
N/A
0 category wins0 category wins

Public leaderboard positions: GPT-5.4 Pro #44 (Estimated); Mercury 2 #105 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5.4 Pro and Mercury 2 share 0 comparable benchmark results. 0 of 8 categories are comparable. 12 results are unique to GPT-5.4 Pro; 0 to Mercury 2.

Updated July 23, 2026
Shared results
0
GPT-5.4 Pro only
12
Mercury 2 only
0
Comparable categories
0 / 8

Benchmark data for GPT-5.4 Pro and Mercury 2 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM does not have sourced benchmark coverage for Mercury 2 yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

GPT-5.4 Pro is priced at $30.00 input / $180.00 output per 1M tokens, versus $0.25 input / $0.75 output per 1M tokens for Mercury 2. GPT-5.4 Pro has the larger context window at 1.05M, compared with 128K for Mercury 2.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricGPT-5.4 ProMercury 2Comparison
Input / output priceUSD per 1M tokensGPT-5.4 Pro$30 input / $180 outputMercury 2$0.25 input / $0.75 outputMercury 2 has the lower combined listed price.
Generation speedtokens per secondGPT-5.4 Pro74 tok/sMercury 2789 tok/sMercury 2 has the higher measured throughput.
First-answer latencyseconds to first tokenGPT-5.4 Pro151.79 sMercury 23.88 sMercury 2 reaches the first token sooner.
Context windowmaximum listed tokensGPT-5.4 Pro1.05MMercury 2128KGPT-5.4 Pro lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5.4 ProMercury 2Result
BrowseCompSource 89.3%Not comparable
Reasoning
BenchmarkGPT-5.4 ProMercury 2Result
ARC-AGI-2Source 83.3%Not comparable
CritPtSource 30.0%Not comparable
Knowledge
BenchmarkGPT-5.4 ProMercury 2Result
HLESource 58.7%Not comparable
FrontierScienceSource 36.7%Not comparable
FrontierScience ResearchSource 36.7%Not comparable
HLE w/o toolsSource 42.7%Not comparable
Math
BenchmarkGPT-5.4 ProMercury 2Result
IPhO 2025 (Theory)Source 93.5%Not comparable
FrontierMath (legacy)Source 50%Not comparable
FrontierMath v2 (Tiers 1-3)Source 50.000%Not comparable
FrontierMath v2 (Tier 4)Source 37.500%Not comparable
Multimodal
BenchmarkGPT-5.4 ProMercury 2Result
MMMU-ProSource 94%Not comparable
Frequently Asked Questions (3)

Can I compare GPT-5.4 Pro and Mercury 2 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for GPT-5.4 Pro and Mercury 2 today?

GPT-5.4 Pro: $30.00 input / $180.00 output per 1M tokens Mercury 2: $0.25 input / $0.75 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 23, 2026

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