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

OpenAI o3-pro vs Llama 4 Vivas

Side-by-side technical and economic comparison between OpenAI's OpenAI o3-pro and Meta / Together's Llama 4 Vivas.

Core Technical & Pricing Comparison
MetricOpenAI o3-proLlama 4 VivasAdvantage
Provider OrganizationOpenAIMeta / Together
Standard Input / 1M$20.00$0.25Llama 4 Vivas (99% lower)
Cached Input / 1MNone$0.06Llama 4 Vivas lower
Output / 1M$80.00$0.85Llama 4 Vivas lower
Context Window256k1MLlama 4 Vivas (1M)
Max Generation Tokens100k128kLlama 4 Vivas
Tokenizer FamilyOpenAI o200k_base (200k vocabulary)Meta Llama 3 Tokenizer (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 4 VivasLOWER COST
$320.25 / month
$0.00107 / request
Selecting Llama 4 Vivas saves $33,879.75 / month (99.1% 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 4 Vivas

Opt for Llama 4 Vivas when looking for Meta / Together's tooling integration, specific context window depth (1M tokens), or when output generation volume favors its $0.85/M rate.