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

GPT-6 Astra vs Qwen 2.5 Coder 32B — Together AI

Side-by-side technical and economic comparison between OpenAI's GPT-6 Astra and Alibaba / Qwen's Qwen 2.5 Coder 32B — Together AI.

Endpoint Availability & Transition Notice

Qwen 2.5 Coder 32B — Together AI: Listed on Together AI catalog at $0.80/M in, $0.80/M out. The serverless endpoint is launching soon and not yet live in production.

Qwen 2.5 Coder 32B — Together AI: Classified as a Legacy Reference model (Listed ($0.80/M) — Endpoint Launching Soon (Not Live)).

Core Technical & Pricing Comparison
MetricGPT-6 AstraQwen 2.5 Coder 32B — Together AIAdvantage
Provider OrganizationOpenAIAlibaba / Qwen
Standard Input / 1M$10.00$0.80Qwen 2.5 Coder 32B — Together AI (92% lower)
Cached Input / 1M$1.00NoneQwen 2.5 Coder 32B — Together AI lower
Output / 1M$50.00$0.80Qwen 2.5 Coder 32B — Together AI lower
Context Window1.05M128kGPT-6 Astra (1.05M)
Max Generation Tokens32k8.2kGPT-6 Astra
Tokenizer FamilyOpenAI o200k_base (200k vocabulary)Qwen Byte-level BPE (~152k 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
Qwen 2.5 Coder 32B — Together AILOWER COST
$792.00 / month
$0.00264 / request
Selecting Qwen 2.5 Coder 32B — Together AI saves $15,333.00 / month (95.1% 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 Qwen 2.5 Coder 32B — Together AI

Opt for Qwen 2.5 Coder 32B — Together AI when looking for Alibaba / Qwen's tooling integration, specific context window depth (128k tokens), or when output generation volume favors its $0.8/M rate.