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

OpenAI o3-pro vs Llama 3.1 405B — Together AI

Side-by-side technical and economic comparison between OpenAI's OpenAI o3-pro 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 o3-proLlama 3.1 405B — Together AIAdvantage
Provider OrganizationOpenAIMeta / Together
Standard Input / 1M$20.00$3.50Llama 3.1 405B — Together AI (83% lower)
Cached Input / 1MNoneNoneLlama 3.1 405B — Together AI lower
Output / 1M$80.00$3.50Llama 3.1 405B — Together AI lower
Context Window256k128kOpenAI o3-pro (256k)
Max Generation Tokens100k4.1kOpenAI o3-pro
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 o3-pro
$34,200.00 / month
$0.1140 / request
Llama 3.1 405B — Together AILOWER COST
$3,465.00 / month
$0.0116 / request
Selecting Llama 3.1 405B — Together AI saves $30,735.00 / month (89.9% savings) over OpenAI o3-pro.

When to Choose OpenAI o3-pro

Opt for OpenAI o3-pro 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 $20/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.