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Model comparison

DeepSeek V4 Pro vs Llama 4 Maverick

Data verified

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

60.66/100
Margin
37.2pts
← winning
23.49/100
1 category wins0 category wins

Public leaderboard positions: DeepSeek V4 Pro #46 (Supported); Llama 4 Maverick #191 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek V4 Pro and Llama 4 Maverick share 1 comparable benchmark result. 1 of 8 categories are comparable. 22 results are unique to DeepSeek V4 Pro; 17 to Llama 4 Maverick.

Updated July 23, 2026
Shared results
1
DeepSeek V4 Pro only
22
Llama 4 Maverick only
17
Comparable categories
1 / 8

Pick DeepSeek V4 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 1 shared benchmark result 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

DeepSeek V4 Pro is clearly ahead on the BenchAlign aggregate, 60.66 to 23.49. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

DeepSeek V4 Pro's sharpest advantage is in mathematics, where it averages 31.7 against 0.7.

DeepSeek V4 Pro is also the more expensive model on tokens at $0.43 input / $0.87 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 DeepSeek V4 Pro and Llama 4 Maverick
CategoryDeepSeek V4 ProΔLlama 4 Maverick
MathDeepSeek V4 Pro31.7Margin 31.0Llama 4 Maverick0.7
AgenticDeepSeek V4 Pro59.1MarginNo overlapLlama 4 MaverickNot measured
CodingDeepSeek V4 Pro65.3MarginNo overlapLlama 4 MaverickNot measured
KnowledgeDeepSeek V4 Pro41.3MarginNo overlapLlama 4 MaverickNot measured

Operational comparison

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

MetricDeepSeek V4 ProLlama 4 MaverickComparison
Input / output priceUSD per 1M tokensDeepSeek V4 Pro$0.435 input / $0.87 outputLlama 4 Maverick$0 input / $0 outputLlama 4 Maverick has the lower combined listed price.
Generation speedtokens per secondDeepSeek V4 ProNot availableLlama 4 Maverick121 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek V4 ProNot availableLlama 4 Maverick0.95 sA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek V4 Pro1MLlama 4 Maverick1MListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek V4 ProLlama 4 MaverickResult
Terminal-Bench 2.0Source 59.1%Not comparable
MCP AtlasSource 69.4%Not comparable
ToolathlonSource 46.3%Not comparable
Claw-EvalSource 59.8%Not comparable
Gert LabsSource 50.28%Not comparable
ResearchClawBenchSource 17.1%Not comparable
AA Agentic IndexSource 1.3%Not comparable
τ²-bench resultsSource 17.8%Not comparable
GDPval-AASource 0.0%Not comparable
GDPval-AASource -16Not comparable
Coding
BenchmarkDeepSeek V4 ProLlama 4 MaverickResult
SWE-bench VerifiedSource 73.6%Not comparable
SWE-bench ProSource 52.1%Not comparable
SWE MultilingualSource 69.8%Not comparable
Terminal-Bench 2.0Source 59.1%Not comparable
AA Coding IndexSource 16.3%Not comparable
AA-SciCodeSource 33.1%Not comparable
Reasoning
BenchmarkDeepSeek V4 ProLlama 4 MaverickResult
MRCR 1MSource 44.7%Not comparable
CorpusQA 1MSource 35.6%Not comparable
AA-LCRSource 46.0%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkDeepSeek V4 ProLlama 4 MaverickResult
MMLU-ProSource 82.9%Not comparable
SimpleQASource 45%Not comparable
Chinese-SimpleQASource 75.8%Not comparable
GPQASource 72.9%Not comparable
GPQA-DSource 72.9%Not comparable
HLESource 7.7%Not comparable
Artificial Analysis Intelligence IndexSource 14.3%Not comparable
AA-GPQA DiamondSource 67.1%Not comparable
AA-HLESource 4.8%Not comparable
AA-Omniscience IndexSource -41.8%Not comparable
AA-Omniscience AccuracySource 24.3%Not comparable
AA-Omniscience Hallucination RateSource 87.3%Not comparable
MathDeepSeek V4 Pro wins
BenchmarkDeepSeek V4 ProLlama 4 MaverickResult
HMMT Feb 2026Source 31.7%Not comparable
IMOAnswerBenchSource 35.3%Not comparable
ApexSource 0.4%Not comparable
Apex ShortlistSource 9.2%Not comparable
FrontierMath v2 (Tiers 1-3)Source 0.690%Not comparable
Multimodal
BenchmarkDeepSeek V4 ProLlama 4 MaverickResult
Design Arena WebsiteSource 1264901DeepSeek V4 Pro leads
AA-MMMU-ProSource 62.1%Not comparable
Inst. Following
BenchmarkDeepSeek V4 ProLlama 4 MaverickResult
AA-IFBenchSource 43.0%Not comparable
Frequently Asked Questions (2)

Which is better, DeepSeek V4 Pro or Llama 4 Maverick?

DeepSeek V4 Pro is ahead on BenchLM's BenchAlign leaderboard, 60.66 to 23.49.

Which is better for math, DeepSeek V4 Pro or Llama 4 Maverick?

DeepSeek V4 Pro has the edge for math in this comparison, averaging 31.7 versus 0.7. Llama 4 Maverick stays close enough that the answer can still flip depending on your workload.

Self-host vs API cost

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

DeepSeek V4 Pro
API / mo$979
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 23, 2026

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