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Model comparison

Gemini 2.5 Pro vs o4-mini (high)

Data verified

Head-to-head evidence from 2 shared benchmark results across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

57.25/100
Margin
7.3pts
← winning
49.98/100
0 category wins1 category wins

Public leaderboard positions: Gemini 2.5 Pro #70 (Supported); o4-mini (high) #118 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Gemini 2.5 Pro and o4-mini (high) share 2 comparable benchmark results. 1 of 8 categories are comparable. 22 results are unique to Gemini 2.5 Pro; 0 to o4-mini (high).

Updated July 22, 2026
Shared results
2
Gemini 2.5 Pro only
22
o4-mini (high) only
0
Comparable categories
1 / 8

Pick Gemini 2.5 Pro if you want the stronger benchmark profile. o4-mini (high) only becomes the better choice if mathematics is the priority or you want the stronger reasoning-first profile.

Confidence note. This is a partial-evidence comparison with 2 shared benchmark results across 1 evidence category; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Gemini 2.5 Pro is clearly ahead on the BenchAlign aggregate, 57.25 to 49.98. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

o4-mini (high) is the reasoning model in the pair, while Gemini 2.5 Pro is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Gemini 2.5 Pro gives you the larger context window at 1M, compared with 200K for o4-mini (high).

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for Gemini 2.5 Pro and o4-mini (high)
CategoryGemini 2.5 ProΔo4-mini (high)
MathGemini 2.5 Pro11.6Margin 8.6o4-mini (high)20.2
CodingGemini 2.5 Pro63.8MarginNo overlapo4-mini (high)Not measured
KnowledgeGemini 2.5 Pro27.4MarginNo overlapo4-mini (high)Not measured

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · Gemini 2.5 ProB · o4-mini (high)
  1. FrontierMath v2 (Tiers 1-3)

    Math
    Source ↗
    A 14.138%B 24.828%
    Winner: o4-mini (high)Δ 10.7
    FrontierMath v2 (Tiers 1-3): Gemini 2.5 Pro scored 14.138%; o4-mini (high) scored 24.828%. o4-mini (high) wins this benchmark.
  2. FrontierMath v2 (Tier 4)

    Math
    Source ↗
    A 4.167%B 6.250%
    Winner: o4-mini (high)Δ 2.1
    FrontierMath v2 (Tier 4): Gemini 2.5 Pro scored 4.167%; o4-mini (high) scored 6.250%. o4-mini (high) wins this benchmark.

Operational comparison

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

MetricGemini 2.5 Proo4-mini (high)Comparison
Input / output priceUSD per 1M tokensGemini 2.5 Pro$1.25 input / $10 outputo4-mini (high)Not availableA complete price comparison is not available.
Generation speedtokens per secondGemini 2.5 Pro117 tok/so4-mini (high)161 tok/so4-mini (high) has the higher measured throughput.
First-answer latencyseconds to first tokenGemini 2.5 Pro21.19 so4-mini (high)21.94 sGemini 2.5 Pro reaches the first token sooner.
Context windowmaximum listed tokensGemini 2.5 Pro1Mo4-mini (high)200KGemini 2.5 Pro lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGemini 2.5 Proo4-mini (high)Result
AA Agentic IndexSource 7.1%Not comparable
τ²-bench resultsSource 54.1%Not comparable
Gert LabsSource 42.01%Not comparable
GDPval-AASource 8.3%Not comparable
GDPval-AASource 665Not comparable
Coding
BenchmarkGemini 2.5 Proo4-mini (high)Result
SWE-bench VerifiedSource 63.8%Not comparable
Vibe Code BenchSource 0.40%Not comparable
AA Coding IndexSource 33.3%Not comparable
AA-SciCodeSource 42.8%Not comparable
Reasoning
BenchmarkGemini 2.5 Proo4-mini (high)Result
AA-LCRSource 66.0%Not comparable
CritPtSource 2.6%Not comparable
Knowledge
BenchmarkGemini 2.5 Proo4-mini (high)Result
GPQASource 83%Not comparable
HLESource 18.8%Not comparable
Artificial Analysis Intelligence IndexSource 25.8%Not comparable
AA-GPQA DiamondSource 84.4%Not comparable
AA-HLESource 21.1%Not comparable
AA-Omniscience IndexSource -14.3%Not comparable
AA-Omniscience AccuracySource 39.0%Not comparable
AA-Omniscience Hallucination RateSource 87.4%Not comparable
Matho4-mini (high) wins
BenchmarkGemini 2.5 Proo4-mini (high)Result
FrontierMath v2 (Tiers 1-3)Source 14.138%24.828%o4-mini (high) leads
FrontierMath v2 (Tier 4)Source 4.167%6.250%o4-mini (high) leads
Multimodal
BenchmarkGemini 2.5 Proo4-mini (high)Result
AA-MMMU-ProSource 74.9%Not comparable
Design Arena WebsiteSource 1197Not comparable
Inst. Following
BenchmarkGemini 2.5 Proo4-mini (high)Result
AA-IFBenchSource 48.7%Not comparable
Frequently Asked Questions (2)

Which is better, Gemini 2.5 Pro or o4-mini (high)?

Gemini 2.5 Pro is ahead on BenchLM's BenchAlign leaderboard, 57.25 to 49.98. The biggest single separator in this matchup is FrontierMath v2 (Tiers 1-3), where the scores are 14.138% and 24.828%.

Which is better for math, Gemini 2.5 Pro or o4-mini (high)?

o4-mini (high) has the edge for math in this comparison, averaging 20.2 versus 11.6. Inside this category, FrontierMath v2 (Tiers 1-3) is the benchmark that creates the most daylight between them.

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Last updated: July 22, 2026

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