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Benchmark snapshot

3 benchmarks in common.

4 models selected. 3 benchmarks in common.

Reported scores; test settings may differ.

Reported benchmark results for Gemini 3.1 Flash Lite Latest, Claude Opus 4 4.0 Non-thinking, V4 Flash, Grok 3 Thinking
Benchmark
Google
Anthropic
DeepSeek
xAI
Arena ELOHuman preference1,4331,4141,4361,411
LiveBench 1.0General reasoningNot in our dataset74.6%74.2%Not in our dataset
GPQA DiamondScientific knowledge86.9%74.9%71.2%80.2%
HLEAcademic reasoning16.0%6.7%8.1%Not in our dataset
MMLU ProMulti-task understandingNot in our dataset86.6%83.0%Not in our dataset
SimpleBenchCommonsense reasoningNot in our dataset58.8%61.1%36.1%
AIME 2025MathematicsNot in our dataset33.9%Not in our dataset77.3%
AiderCode editingNot in our dataset70.7%Not in our dataset53.3%
SWE-Bench VerifiedAgentic codingNot in our dataset72.5%73.7%Not in our dataset
LiveCodeBenchCompetitive coding72.0%46.9%55.2%70.6%
Tau-BenchAgentic tool useNot in our dataset81.8%Not in our datasetNot in our dataset
ARC-AGI-2Visual reasoningNot in our dataset1.3%2.1%0.0%
Pricing & context Published USD rates per 1M tokens
SpecificationGemini 3.1 Flash Lite LatestClaude Opus 4 4.0 Non-thinkingV4 FlashGrok 3 Thinking
Input$0.25$15$0.091$3
Output$1.5$75$0.182$15
Context windowNot available200K1.0M131K
Pricing detailsExplore pricing →Explore pricing →Explore pricing →Explore pricing →
How to read this comparison

Each column keeps the exact model version you selected. Shared benchmarks are the intersection of their reported results; “all coverage” also shows where evidence is missing. Missing results never count as zero.

These are published benchmark scores, not a controlled head-to-head test. The available evidence does not establish matching evaluation settings, so we show no cross-model winner highlights or deltas. Composite quality scores are omitted because they can summarize different benchmark sets.

Scores and statistics are computed upstream. This page reads a fixed data snapshot; its date describes the snapshot, not the date of every measurement.