Grok 3 vs Llama 3.1 405B: Detailed Comparison

Choosing between Grok 3 (xAI) and Llama 3.1 405B (Meta) comes down to three things: per-token pricing, context window, and which capability matters most for your workload. Grok 3 costs $3.00/M input vs $3.50/M for Llama 3.1 405B; context windows are 1.0M vs 128K tokens. Detailed breakdown below.

Side-by-side specs

SpecGrok 3Llama 3.1 405B
ProviderxAIMeta
Released2025-02-172024-07-23
Input price $3.00/M $3.50/M
Output price $15.00/M $3.50/M
Cached input
Context window 1.0M 128K
Max output 16K 4K
Modalities text image text
Tokenizer grok llama-3

Capability matrix

CapabilityGrok 3Llama 3.1 405B
function calling Yes Yes
json mode Yes Yes
vision Yes No
streaming Yes Yes
realtime web Yes No

Benchmark comparison

Higher is better for all benchmarks shown.

BenchmarkCategoryGrok 3Llama 3.1 405BΔ
GPQA Diamond reasoning 84.6
AIME 2025 math 93.3

Per-call cost on typical workloads

Workload (in/out tokens)Grok 3Llama 3.1 405BCheaper by
Standard chat (1K / 500) $0.010500 $0.005250 Llama 3.1 405B by $0.005250
RAG (4K / 500) $0.019500 $0.015750 Llama 3.1 405B by $0.003750
Long doc (20K / 1K) $0.075000 $0.073500 Llama 3.1 405B by $0.001500
Very long context (100K / 2K) $0.322500 $0.355250 Grok 3 by $0.032750

When to choose Grok 3 over Llama 3.1 405B

  • Per-token input cost is 14% lower — meaningful for high-volume workloads.
  • Larger context window (1.0M vs 128K) — relevant when whole documents or long histories must fit in a single call.
  • Supports vision — Llama 3.1 405B does not.
  • Supports realtime web — Llama 3.1 405B does not.

When to choose Llama 3.1 405B over Grok 3

  • Llama 3.1 405B fits when your stack is already on Meta.

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