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TokenMath.net
Updated 2026-09-23 04:43 UTC
Head-to-Head Specification Battle

GPT-6 Astra vs Llama 4 Vivas

Side-by-side technical and economic comparison between OpenAI's GPT-6 Astra and Meta / Together's Llama 4 Vivas.

Core Technical & Pricing Comparison
MetricGPT-6 AstraLlama 4 VivasAdvantage
Provider OrganizationOpenAIMeta / Together
Standard Input / 1M$10.00$0.25Llama 4 Vivas (98% lower)
Cached Input / 1M$1.00$0.06Llama 4 Vivas lower
Output / 1M$50.00$0.85Llama 4 Vivas lower
Context Window1.05M1MGPT-6 Astra (1.05M)
Max Generation Tokens32k128kLlama 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
GPT-6 Astra
$16,125.00 / month
$0.0538 / request
Llama 4 VivasLOWER COST
$320.25 / month
$0.00107 / request
Selecting Llama 4 Vivas saves $15,804.75 / month (98.0% savings) over GPT-6 Astra.

When to Choose GPT-6 Astra

Opt for GPT-6 Astra 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 $10/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.