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

GPT-6 Astra vs Grok 2

Side-by-side technical and economic comparison between OpenAI's GPT-6 Astra and xAI's Grok 2.

Endpoint Availability & Transition Notice

Grok 2: Classified as a Legacy Reference model (Generally Available).

Core Technical & Pricing Comparison
MetricGPT-6 AstraGrok 2Advantage
Provider OrganizationOpenAIxAI
Standard Input / 1M$10.00$2.00Grok 2 (80% lower)
Cached Input / 1M$1.00NoneGPT-6 Astra lower
Output / 1M$50.00$10.00Grok 2 lower
Context Window1.05M128kGPT-6 Astra (1.05M)
Max Generation Tokens32k8.2kGPT-6 Astra
Tokenizer FamilyOpenAI o200k_base (200k vocabulary)xAI Byte-level BPE (~131k 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
Grok 2LOWER COST
$3,900.00 / month
$0.0130 / request
Selecting Grok 2 saves $12,225.00 / month (75.8% 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 Grok 2

Opt for Grok 2 when looking for xAI's tooling integration, specific context window depth (128k tokens), or when output generation volume favors its $10/M rate.