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Model comparison

Claude 4 Sonnet vs Gemini 3 Pro

Data verified

Head-to-head evidence from 14 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

42.79/100
Margin
24.9pts
winning →
67.73/100
0 category wins0 category wins

Public leaderboard positions: Claude 4 Sonnet #158 (Supported); Gemini 3 Pro #19 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Claude 4 Sonnet and Gemini 3 Pro share 14 comparable benchmark results. 0 of 8 categories are comparable. 2 results are unique to Claude 4 Sonnet; 13 to Gemini 3 Pro.

Updated July 20, 2026
Shared results
14
Claude 4 Sonnet only
2
Gemini 3 Pro only
13
Comparable categories
0 / 8

Benchmark data for Claude 4 Sonnet and Gemini 3 Pro is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 14 shared benchmark results across 6 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 has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

Claude 4 Sonnet is priced at $3.00 input / $15.00 output per 1M tokens, versus $2.00 input / $12.00 output per 1M tokens for Gemini 3 Pro. Gemini 3 Pro has the larger context window at 2M, compared with 200K for Claude 4 Sonnet.

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 Claude 4 Sonnet and Gemini 3 Pro
CategoryClaude 4 SonnetΔGemini 3 Pro
CodingClaude 4 Sonnet72.7MarginNo overlapGemini 3 ProNot measured
ReasoningClaude 4 SonnetNot measuredMarginNo overlapGemini 3 Pro31.1
MathClaude 4 SonnetNot measuredMarginNo overlapGemini 3 Pro32.9
MultimodalClaude 4 SonnetNot measuredMarginNo overlapGemini 3 Pro81.1

Operational comparison

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

MetricClaude 4 SonnetGemini 3 ProComparison
Input / output priceUSD per 1M tokensClaude 4 Sonnet$3 input / $15 outputGemini 3 Pro$2 input / $12 outputGemini 3 Pro has the lower combined listed price.
Generation speedtokens per secondClaude 4 Sonnet40 tok/sGemini 3 Pro109 tok/sGemini 3 Pro has the higher measured throughput.
First-answer latencyseconds to first tokenClaude 4 Sonnet1.33 sGemini 3 Pro32.65 sClaude 4 Sonnet reaches the first token sooner.
Context windowmaximum listed tokensClaude 4 Sonnet200KGemini 3 Pro2MGemini 3 Pro lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkClaude 4 SonnetGemini 3 ProResult
τ²-bench resultsSource 52.3%87.1%Gemini 3 Pro leads
Gert LabsSource 39.66%63.23%Gemini 3 Pro leads
JobBenchSource 18.4%11.4%Claude 4 Sonnet leads
Coding
BenchmarkClaude 4 SonnetGemini 3 ProResult
SWE-bench VerifiedSource 72.7%Not comparable
AA-SciCodeSource 37.3%56.1%Gemini 3 Pro leads
Vibe Code BenchSource 14.30%Not comparable
AA LiveCodeBenchSource 91.7%Not comparable
Reasoning
BenchmarkClaude 4 SonnetGemini 3 ProResult
AA-LCRSource 44.3%70.7%Gemini 3 Pro leads
CritPtSource 1.1%9.1%Gemini 3 Pro leads
ARC-AGI-2Source 31.1%Not comparable
Knowledge
BenchmarkClaude 4 SonnetGemini 3 ProResult
Artificial Analysis Intelligence IndexSource 25.5%39.5%Gemini 3 Pro leads
AA-GPQA DiamondSource 68.3%90.8%Gemini 3 Pro leads
AA-HLESource 4.0%37.2%Gemini 3 Pro leads
AA-Omniscience IndexSource -9.2%15.8%Gemini 3 Pro leads
AA-Omniscience AccuracySource 22.4%55.9%Gemini 3 Pro leads
AA-Omniscience Hallucination RateSource 40.8%90.9%Claude 4 Sonnet leads
AA MMLU-ProSource 89.8%Not comparable
Math
BenchmarkClaude 4 SonnetGemini 3 ProResult
FrontierMath v2 (Tiers 1-3)Source 37.600%Not comparable
FrontierMath v2 (Tier 4)Source 18.750%Not comparable
Multilingual
BenchmarkClaude 4 SonnetGemini 3 ProResult
AA Global-MMLU-LiteSource 92.2%Not comparable
Multimodal
BenchmarkClaude 4 SonnetGemini 3 ProResult
AA-MMMU-ProSource 62.4%80.2%Gemini 3 Pro leads
Design Arena WebsiteSource 1178Not comparable
MMMU-ProSource 81%Not comparable
MathVisionSource 86.6%Not comparable
VideoMMMUSource 87.6%Not comparable
ScreenSpot ProSource 72.7%Not comparable
CharXivSource 81.4%Not comparable
V*Source 88.0%Not comparable
Inst. Following
BenchmarkClaude 4 SonnetGemini 3 ProResult
AA-IFBenchSource 45.4%70.4%Gemini 3 Pro leads
Frequently Asked Questions (3)

Can I compare Claude 4 Sonnet and Gemini 3 Pro 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 Claude 4 Sonnet and Gemini 3 Pro today?

Claude 4 Sonnet: $3.00 input / $15.00 output per 1M tokens Gemini 3 Pro: $2.00 input / $12.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 20, 2026

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