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

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

Side-by-side technical and economic comparison between DeepSeek's DeepSeek-V4.1-Flash 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
MetricDeepSeek-V4.1-FlashQwen 2.5 Coder 32B — Together AIAdvantage
Provider OrganizationDeepSeekAlibaba / Qwen
Standard Input / 1M$0.30$0.80DeepSeek-V4.1-Flash (63% lower)
Cached Input / 1M$0.006NoneDeepSeek-V4.1-Flash lower
Output / 1M$1.20$0.80Qwen 2.5 Coder 32B — Together AI lower
Context Window1.05M128kDeepSeek-V4.1-Flash (1.05M)
Max Generation Tokens384k8.2kDeepSeek-V4.1-Flash
Tokenizer FamilyDeepSeek Byte-Level BPE (100k 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
DeepSeek-V4.1-FlashLOWER COST
$402.75 / month
$0.00134 / request
Qwen 2.5 Coder 32B — Together AI
$792.00 / month
$0.00264 / request
Selecting DeepSeek-V4.1-Flash saves $389.25 / month (49.1% savings) over Qwen 2.5 Coder 32B — Together AI.

When to Choose DeepSeek-V4.1-Flash

Opt for DeepSeek-V4.1-Flash when your engineering requirements prioritize DeepSeek's ecosystem, specific tokenizer efficiencies (Calibrated DeepSeek Tokenizer (±3%)), or when your expected prompt-to-completion ratios favor its $0.3/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.