Claude Sonnet 4.6 vs Llama 3.1 405B: Detailed Comparison

Choosing between Claude Sonnet 4.6 (Anthropic) and Llama 3.1 405B (Meta) comes down to three things: per-token pricing, context window, and which capability matters most for your workload. Claude Sonnet 4.6 costs $3.00/M input vs $3.50/M for Llama 3.1 405B; context windows are 200K vs 128K tokens. Detailed breakdown below.

Side-by-side specs

SpecClaude Sonnet 4.6Llama 3.1 405B
ProviderAnthropicMeta
Released2026-03-122024-07-23
Input price $3.00/M $3.50/M
Output price $15.00/M $3.50/M
Cached input $0.3000/M
Context window 200K 128K
Max output 64K 4K
Modalities text image text
Tokenizer claude-3 llama-3

Capability matrix

CapabilityClaude Sonnet 4.6Llama 3.1 405B
function calling Yes Yes
json mode Yes Yes
vision Yes No
streaming Yes Yes
tool use Yes No

Benchmark comparison

Higher is better for all benchmarks shown.

BenchmarkCategoryClaude Sonnet 4.6Llama 3.1 405BΔ
HumanEval coding 92.0
SWE-bench Verified coding 72.5
Aider Polyglot coding 74.0

Per-call cost on typical workloads

Workload (in/out tokens)Claude Sonnet 4.6Llama 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 Claude Sonnet 4.6 by $0.032750

When to choose Claude Sonnet 4.6 over Llama 3.1 405B

  • Per-token input cost is 14% lower — meaningful for high-volume workloads.
  • Larger context window (200K vs 128K) — relevant when whole documents or long histories must fit in a single call.
  • Supports vision — Llama 3.1 405B does not.
  • Supports tool use — Llama 3.1 405B does not.

When to choose Llama 3.1 405B over Claude Sonnet 4.6

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

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