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Llama 4 Maverick vs Llama 3.1 405B

Meta
Llama 4 Maverick

Meta · 400B params · Quality: 89

Meta
Llama 3.1 405B

Meta · 405B params · Quality: 88

Architecture Comparison

SpecLlama 4 MaverickLlama 3.1 405B
TypeMOEDENSE
Total Parameters400B405B
Active Parameters17B405B
Layers96126
Hidden Dimension5,12016,384
Attention Heads40128
KV Heads88
Context Length1,048,576131,072
Precision (default)BF16BF16
Total Experts128N/A
Active Experts1N/A

Memory Requirements

PrecisionLlama 4 MaverickLlama 3.1 405B
BF16 Weights800.0 GB810.0 GB
FP8 Weights400.0 GB405.0 GB
INT4 Weights200.0 GB202.5 GB
KV-Cache / Token393216 B516096 B
Activation Estimate3.00 GB5.00 GB

Minimum GPUs Needed (BF16)

H100 SXMN/AN/A
L40SN/AN/A

Quality Benchmarks

BenchmarkLlama 4 MaverickLlama 3.1 405B
Overall8988
MMLU89.088.6
HumanEval63.061.0
GSM8K95.096.8
MT-Bench88.088.0

Llama 4 Maverick

MMLU
89.0
HumanEval
63.0
GSM8K
95.0
MT-Bench
88.0

Llama 3.1 405B

MMLU
88.6
HumanEval
61.0
GSM8K
96.8
MT-Bench
88.0

Capabilities

FeatureLlama 4 MaverickLlama 3.1 405B
Tool Use✓ Yes✓ Yes
Vision✓ Yes✗ No
Code✓ Yes✓ Yes
Math✓ Yes✓ Yes
Reasoning✗ No✗ No
Multilingual✓ Yes✓ Yes
Structured Output✓ Yes✓ Yes

API Pricing Comparison

Cheapest Output (Llama 4 Maverick)

$1.80/M

Input: $1.20/M

Cheapest Output (Llama 3.1 405B)

$3.00/M

Input: $3.00/M

ProviderLlama 4 Maverick In $/MOut $/MLlama 3.1 405B In $/MOut $/M
together$1.20$1.80$3.50$3.50
fireworks$1.50$2.00$3.00$3.00

Recommendation Summary

  • Llama 4 Maverick scores higher on overall quality (89 vs 88).
  • Llama 4 Maverick is cheaper per output token ($1.80/M vs $3.00/M).
  • Llama 4 Maverick has a smaller memory footprint (800.0 GB vs 810.0 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).
  • Llama 4 Maverick uses MOE architecture while Llama 3.1 405B uses DENSE. MoE models activate fewer parameters per token, improving inference efficiency.
  • Llama 4 Maverick is stronger at code generation (HumanEval: 63.0 vs 61.0).
  • Llama 3.1 405B is better at math reasoning (GSM8K: 96.8 vs 95.0).

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