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

Qwen 2.5 Coder 32B — Together AI vs DeepSeek-V4.1-Reasoner

Side-by-side technical and economic comparison between Alibaba / Qwen's Qwen 2.5 Coder 32B — Together AI and DeepSeek's DeepSeek-V4.1-Reasoner.

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
MetricQwen 2.5 Coder 32B — Together AIDeepSeek-V4.1-ReasonerAdvantage
Provider OrganizationAlibaba / QwenDeepSeek
Standard Input / 1M$0.80$0.50DeepSeek-V4.1-Reasoner (38% lower)
Cached Input / 1MNone$0.01DeepSeek-V4.1-Reasoner lower
Output / 1M$0.80$2.50Qwen 2.5 Coder 32B — Together AI lower
Context Window128k256kDeepSeek-V4.1-Reasoner (256k)
Max Generation Tokens8.2k384kDeepSeek-V4.1-Reasoner
Tokenizer FamilyQwen Byte-level BPE (~152k vocabulary)DeepSeek Byte-Level BPE (102k vocabulary)

Interactive Side-by-Side Cost Simulator

Live Delta
Input Tokens / Req2,500
Output Tokens / Req800
Daily Requests10,000
Qwen 2.5 Coder 32B — Together AI
$792.00 / month
$0.00264 / request
DeepSeek-V4.1-ReasonerLOWER COST
$791.25 / month
$0.00264 / request
Selecting DeepSeek-V4.1-Reasoner saves $0.7500 / month (0.1% savings) over Qwen 2.5 Coder 32B — Together AI.

When to Choose Qwen 2.5 Coder 32B — Together AI

Opt for Qwen 2.5 Coder 32B — Together AI when your engineering requirements prioritize Alibaba / Qwen's ecosystem, specific tokenizer efficiencies (Calibrated Qwen Tokenizer (±3%)), or when your expected prompt-to-completion ratios favor its $0.8/M input rate.

When to Choose DeepSeek-V4.1-Reasoner

Opt for DeepSeek-V4.1-Reasoner when looking for DeepSeek's tooling integration, specific context window depth (256k tokens), or when output generation volume favors its $2.5/M rate.