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

DeepSeek-V3 (Legacy API Alias) vs Llama 3.1 405B — Together AI

Side-by-side technical and economic comparison between DeepSeek's DeepSeek-V3 (Legacy API Alias) and Meta / Together's Llama 3.1 405B — Together AI.

Endpoint Availability & Transition Notice

DeepSeek-V3 (Legacy API Alias): Classified as a Legacy Reference model (Legacy Reference (API Aliased)).

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

Core Technical & Pricing Comparison
MetricDeepSeek-V3 (Legacy API Alias)Llama 3.1 405B — Together AIAdvantage
Provider OrganizationDeepSeekMeta / Together
Standard Input / 1M$0.14$3.50DeepSeek-V3 (Legacy API Alias) (96% lower)
Cached Input / 1M$0.014NoneDeepSeek-V3 (Legacy API Alias) lower
Output / 1M$0.28$3.50DeepSeek-V3 (Legacy API Alias) lower
Context Window128k128kLlama 3.1 405B — Together AI (128k)
Max Generation Tokens8.2k4.1kDeepSeek-V3 (Legacy API Alias)
Tokenizer FamilyDeepSeek Byte-level BPE (~128k 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
DeepSeek-V3 (Legacy API Alias)LOWER COST
$124.95 / month
$0.00042 / request
Llama 3.1 405B — Together AI
$3,465.00 / month
$0.0116 / request
Selecting DeepSeek-V3 (Legacy API Alias) saves $3,340.05 / month (96.4% savings) over Llama 3.1 405B — Together AI.

When to Choose DeepSeek-V3 (Legacy API Alias)

Opt for DeepSeek-V3 (Legacy API Alias) when your engineering requirements prioritize DeepSeek's ecosystem, specific tokenizer efficiencies (Exact DeepSeek Tokenizer (±2%)), or when your expected prompt-to-completion ratios favor its $0.14/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.