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DeepSeek V3 vs Llama 4 Maverick

DeepSeek
DeepSeek V3

DeepSeek · 671B params · Quality: 86

Meta
Llama 4 Maverick

Meta · 400B params · Quality: 89

Architecture Comparison

SpecDeepSeek V3Llama 4 Maverick
TypeMOEMOE
Total Parameters671B400B
Active Parameters37B17B
Layers6196
Hidden Dimension7,1685,120
Attention Heads12840
KV Heads18
Context Length131,0721,048,576
Precision (default)BF16BF16
Total Experts256128
Active Experts81

Memory Requirements

PrecisionDeepSeek V3Llama 4 Maverick
BF16 Weights1342.0 GB800.0 GB
FP8 Weights671.0 GB400.0 GB
INT4 Weights335.5 GB200.0 GB
KV-Cache / Token31232 B393216 B
Activation Estimate3.00 GB3.00 GB

Minimum GPUs Needed (BF16)

H100 SXMN/AN/A
L40SN/AN/A

Quality Benchmarks

BenchmarkDeepSeek V3Llama 4 Maverick
Overall8689
MMLU87.189.0
HumanEval65.063.0
GSM8K89.395.0
MT-Bench87.088.0

DeepSeek V3

MMLU
87.1
HumanEval
65.0
GSM8K
89.3
MT-Bench
87.0

Llama 4 Maverick

MMLU
89.0
HumanEval
63.0
GSM8K
95.0
MT-Bench
88.0

Capabilities

FeatureDeepSeek V3Llama 4 Maverick
Tool Use✓ Yes✓ Yes
Vision✗ No✓ Yes
Code✓ Yes✓ Yes
Math✓ Yes✓ Yes
Reasoning✗ No✗ No
Multilingual✓ Yes✓ Yes
Structured Output✓ Yes✓ Yes

API Pricing Comparison

Cheapest Output (DeepSeek V3)

$0.42/M

Input: $0.28/M

Cheapest Output (Llama 4 Maverick)

$1.80/M

Input: $1.20/M

ProviderDeepSeek V3 In $/MOut $/MLlama 4 Maverick In $/MOut $/M
deepseek$0.28$0.42
together$0.50$2.80$1.20$1.80
fireworks$1.50$2.00

Recommendation Summary

  • Llama 4 Maverick scores higher on overall quality (89 vs 86).
  • DeepSeek V3 is cheaper per output token ($0.42/M vs $1.80/M).
  • Llama 4 Maverick has a smaller memory footprint (800.0 GB vs 1342.0 GB BF16), making it easier to deploy on fewer GPUs.
  • Llama 4 Maverick supports a longer context window (1,048,576 vs 131,072 tokens).
  • DeepSeek V3 is stronger at code generation (HumanEval: 65.0 vs 63.0).
  • Llama 4 Maverick is better at math reasoning (GSM8K: 95.0 vs 89.3).

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