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

OpenAI o3 vs Llama 3.1 405B — Together AI

Side-by-side technical and economic comparison between OpenAI's OpenAI o3 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
MetricOpenAI o3Llama 3.1 405B — Together AIAdvantage
Provider OrganizationOpenAIMeta / Together
Standard Input / 1M$2.00$3.50OpenAI o3 (43% lower)
Cached Input / 1M$0.50NoneOpenAI o3 lower
Output / 1M$8.00$3.50Llama 3.1 405B — Together AI lower
Context Window200k128kOpenAI o3 (200k)
Max Generation Tokens100k4.1kOpenAI o3
Tokenizer FamilyOpenAI o200k_base (200k 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
OpenAI o3LOWER COST
$2,857.50 / month
$0.00953 / request
Llama 3.1 405B — Together AI
$3,465.00 / month
$0.0116 / request
Selecting OpenAI o3 saves $607.50 / month (17.5% savings) over Llama 3.1 405B — Together AI.

When to Choose OpenAI o3

Opt for OpenAI o3 when your engineering requirements prioritize OpenAI's ecosystem, specific tokenizer efficiencies (Exact BPE (o200k_base)), or when your expected prompt-to-completion ratios favor its $2/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.