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Model comparison

Gemini 3.1 Pro vs Llama 4 Maverick

Data verified

Head-to-head evidence from 18 shared benchmark results across 7 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

55.3/100
Margin
31.8pts
← winning
23.49/100
1 category wins0 category wins

Public leaderboard positions: Gemini 3.1 Pro #83 (Estimated); Llama 4 Maverick #191 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Gemini 3.1 Pro and Llama 4 Maverick share 18 comparable benchmark results. 1 of 8 categories are comparable. 29 results are unique to Gemini 3.1 Pro; 0 to Llama 4 Maverick.

Updated July 20, 2026
Shared results
18
Gemini 3.1 Pro only
29
Llama 4 Maverick only
0
Comparable categories
1 / 8

Pick Gemini 3.1 Pro if you want the stronger benchmark profile. Llama 4 Maverick only becomes the better choice if you want the cheaper token bill.

Confidence note. This is a partial-evidence comparison with 18 shared benchmark results across 7 evidence categories; 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 3.1 Pro is clearly ahead on the BenchAlign aggregate, 55.3 to 23.49. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Gemini 3.1 Pro's sharpest advantage is in mathematics, where it averages 31.8 against 0.7. The single biggest benchmark swing on the page is FrontierMath v2 (Tiers 1-3), 36.900% to 0.690%.

Gemini 3.1 Pro is also the more expensive model on tokens at $2.00 input / $12.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Llama 4 Maverick. That is roughly Infinityx on output cost alone.

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 3.1 Pro and Llama 4 Maverick
CategoryGemini 3.1 ProΔLlama 4 Maverick
MathGemini 3.1 Pro31.8Margin← 31.1Llama 4 Maverick0.7
ReasoningGemini 3.1 Pro77.1MarginNo overlapLlama 4 MaverickNot measured
MultimodalGemini 3.1 Pro82.6MarginNo overlapLlama 4 MaverickNot measured

Decisive benchmark drivers

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

More
A · Gemini 3.1 ProB · Llama 4 Maverick

  1. FrontierMath v2 (Tiers 1-3)

    Math
    Source ↗
    A 36.900%B 0.690%
    Winner: Gemini 3.1 ProΔ 36.2
    FrontierMath v2 (Tiers 1-3): Gemini 3.1 Pro scored 36.900%; Llama 4 Maverick scored 0.690%. Gemini 3.1 Pro wins this benchmark.

Operational comparison

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

MetricGemini 3.1 ProLlama 4 MaverickComparison
Input / output priceUSD per 1M tokensGemini 3.1 Pro$2 input / $12 outputLlama 4 Maverick$0 input / $0 outputLlama 4 Maverick has the lower combined listed price.
Generation speedtokens per secondGemini 3.1 Pro109 tok/sLlama 4 Maverick121 tok/sLlama 4 Maverick has the higher measured throughput.
First-answer latencyseconds to first tokenGemini 3.1 Pro29.71 sLlama 4 Maverick0.95 sLlama 4 Maverick reaches the first token sooner.
Context windowmaximum listed tokensGemini 3.1 Pro1MLlama 4 Maverick1MListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkGemini 3.1 ProLlama 4 MaverickResult
Claw-EvalSource 57.8%—Not comparable
DeepSearchQASource 69.7%—Not comparable
τ²-bench resultsSource 95.6%17.8%Gemini 3.1 Pro leads
AA Agentic IndexSource 21.4%1.3%Gemini 3.1 Pro leads
APEX-Agents-AASource 32.0%—Not comparable
GDPval-AASource 23.2%0.0%Gemini 3.1 Pro leads
GDPval-AASource 965-16Gemini 3.1 Pro leads
Gert LabsSource 56.87%—Not comparable
ResearchClawBenchSource 13.3%—Not comparable
AA AutomationBenchSource 37.5%—Not comparable
AA EnterpriseOps-GymSource 42.2%—Not comparable
AA Harvey LABSource 0.0%—Not comparable
AA ITBenchSource 30.3%—Not comparable
AA Tau3 BankingSource 16.5%—Not comparable
terminalBenchHardSource 53.8%—Not comparable
aaTerminalBench21Source 73.8%—Not comparable
Coding
BenchmarkGemini 3.1 ProLlama 4 MaverickResult
LiveCodeBench ProSource 82.9%—Not comparable
React Native EvalsSource 78.9%—Not comparable
Vibe Code BenchSource 32.03%—Not comparable
AA Coding IndexSource 68.8%16.3%Gemini 3.1 Pro leads
AA-SciCodeSource 58.9%33.1%Gemini 3.1 Pro leads
Reasoning
BenchmarkGemini 3.1 ProLlama 4 MaverickResult
ARC-AGI-2Source 77.1%—Not comparable
AA-LCRSource 72.7%46.0%Gemini 3.1 Pro leads
CritPtSource 17.7%0.0%Gemini 3.1 Pro leads
Knowledge
BenchmarkGemini 3.1 ProLlama 4 MaverickResult
GPQA-DSource 94.3%—Not comparable
HLE w/o toolsSource 45.4%—Not comparable
HealthBench HardSource 20.6%—Not comparable
MedXpertQA (Text)Source 71.5%—Not comparable
Artificial Analysis Intelligence IndexSource 46.5%14.3%Gemini 3.1 Pro leads
AA-GPQA DiamondSource 94.1%67.1%Gemini 3.1 Pro leads
AA-HLESource 44.7%4.8%Gemini 3.1 Pro leads
AA-Omniscience IndexSource 32.9%-41.8%Gemini 3.1 Pro leads
AA-Omniscience AccuracySource 55.3%24.3%Gemini 3.1 Pro leads
AA-Omniscience Hallucination RateSource 49.9%87.3%Gemini 3.1 Pro leads
MathGemini 3.1 Pro wins
BenchmarkGemini 3.1 ProLlama 4 MaverickResult
FrontierMath v2 (Tiers 1-3)Source 36.900%0.690%Gemini 3.1 Pro leads
FrontierMath v2 (Tier 4)Source 16.700%—Not comparable
Multilingual
BenchmarkGemini 3.1 ProLlama 4 MaverickResult
AA Global-MMLU-LiteSource 93.2%—Not comparable
Multimodal
BenchmarkGemini 3.1 ProLlama 4 MaverickResult
MMMU-ProSource 83.9%—Not comparable
CharXivSource 80.2%—Not comparable
ERQASource 69.4%—Not comparable
SimpleVQASource 72.4%—Not comparable
ScreenSpot ProSource 84.4%—Not comparable
ZeroBenchSource 29.0%—Not comparable
MedXpertQA (MM)Source 81.3%—Not comparable
AA-MMMU-ProSource 82.4%62.1%Gemini 3.1 Pro leads
Design Arena WebsiteSource 1284903Gemini 3.1 Pro leads
Inst. Following
BenchmarkGemini 3.1 ProLlama 4 MaverickResult
AA-IFBenchSource 77.1%43.0%Gemini 3.1 Pro leads
Frequently Asked Questions (2)

Which is better, Gemini 3.1 Pro or Llama 4 Maverick?

Gemini 3.1 Pro is ahead on BenchLM's BenchAlign leaderboard, 55.3 to 23.49. The biggest single separator in this matchup is FrontierMath v2 (Tiers 1-3), where the scores are 36.900% and 0.690%.

Which is better for math, Gemini 3.1 Pro or Llama 4 Maverick?

Gemini 3.1 Pro has the edge for math in this comparison, averaging 31.8 versus 0.7. Inside this category, FrontierMath v2 (Tiers 1-3) is the benchmark that creates the most daylight between them.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

Gemini 3.1 Pro
API / mo$10,500
Self-host / moNot listed
Break-even—
Proprietary model — self-hosting not applicable.
Llama 4 Maverick
API / mo$0
Self-host / mo$2,610
Break-even—
Model the full break-even

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Last updated: July 20, 2026

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