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TokenMath.net
Updated 2026-09-22 11:16 UTC
Head-to-Head Specification Battle

Claude Opus 5 vs Llama 3.1 405B — Together AI

Side-by-side technical and economic comparison between Anthropic's Claude Opus 5 and Meta / Together's Llama 3.1 405B — Together AI.

Endpoint Availability & Transition Notice

Llama 3.1 405B — Together AI: Classified as a Legacy Reference model (Deprecated on Together AI (Reference)).

Core Technical & Pricing Comparison
MetricClaude Opus 5Llama 3.1 405B — Together AIAdvantage
Provider OrganizationAnthropicMeta / Together
Standard Input / 1M$5.00$3.50Llama 3.1 405B — Together AI (30% lower)
Cached Input / 1M$0.50NoneClaude Opus 5 lower
Output / 1M$25.00$3.50Llama 3.1 405B — Together AI lower
Context Window1M128kClaude Opus 5 (1M)
Max Generation Tokens16.4k4.1kClaude Opus 5
Tokenizer FamilyAnthropic Claude BPE (~65k vocabulary)Meta Llama 3 Tiktoken BPE (~128k vocabulary)

Interactive Side-by-Side Cost Simulator

Live Delta
Input Tokens / Req2,500
Output Tokens / Req800
Daily Requests10,000
Claude Opus 5
$8,062.50 / month
$0.0269 / request
Llama 3.1 405B — Together AILOWER COST
$3,465.00 / month
$0.0116 / request
Selecting Llama 3.1 405B — Together AI saves $4,597.50 / month (57.0% savings) over Claude Opus 5.

When to Choose Claude Opus 5

Opt for Claude Opus 5 when your engineering requirements prioritize Anthropic's ecosystem, specific tokenizer efficiencies (Calibrated Claude Tokenizer (±3%)), or when your expected prompt-to-completion ratios favor its $5/M input rate.

When to Choose Llama 3.1 405B — Together AI

Opt for Llama 3.1 405B — Together AI when looking for Meta / Together's tooling integration, specific context window depth (128k tokens), or when output generation volume favors its $3.5/M rate.