LLM Reference

DeepSeek V3.1 vs Qwen3.6-35B-A3B

DeepSeek V3.1 (2025) and Qwen3.6-35B-A3B (2026) compare a standalone API model against a coding-specialized model. DeepSeek V3.1 ships a 64k-token context window, while Qwen3.6-35B-A3B ships a 262k-token context window. On MMLU PRO, Qwen3.6-35B-A3B leads by 1.9 pts. On pricing, Qwen3.6-35B-A3B costs $0.15/1M input tokens versus $0.27/1M for the alternative. This page treats the result as workflow and deployment fit, not a universal model winner.

Treat this as a product-type comparison: DeepSeek V3.1 is standalone API model, while Qwen3.6-35B-A3B is coding-specialized model. Choose based on workflow fit before reading any benchmark or price row as decisive.

Decision scorecard

Local evidence first
SignalDeepSeek V3.1Qwen3.6-35B-A3B
Product typeStandalone API modelCoding-specialized model
Best formultimodal apps and provider-routed productioncustom coding agents, code generation, and tool loops
Decision fitCoding, Agents, and VisionCoding, RAG, and Agents
Context window64k262k
Cheapest output$1/1M tokens$1/1M tokens
Provider routes8 tracked2 tracked
Shared benchmarks2 sharedMMLU PRO leader

Decision tradeoffs

Choose DeepSeek V3.1 when...
  • DeepSeek V3.1 has broader tracked provider coverage for fallback and route flexibility.
  • DeepSeek V3.1 uniquely exposes Structured outputs and Code execution in local model data.
  • Local decision data tags DeepSeek V3.1 for Coding, Agents, and Vision.
Choose Qwen3.6-35B-A3B when...
  • Qwen3.6-35B-A3B holds a shared-benchmark lead on MMLU PRO, ahead by 1.9 points.
  • Qwen3.6-35B-A3B has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Qwen3.6-35B-A3B uniquely exposes JSON / Tool use in local model data.
  • Local decision data tags Qwen3.6-35B-A3B for Coding, RAG, and Agents.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate Qwen3.6-35B-A3B

DeepSeek V3.1

$466

Cheapest tracked route/tier: Novita AI

Qwen3.6-35B-A3B

$370

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $96.00. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek V3.1 -> Qwen3.6-35B-A3B
  • Provider overlap exists on Novita AI; start route-level A/B tests there.
  • Cheapest tracked output pricing is tied, so migration risk shifts to quality, latency, and provider packaging.
  • Check replacement coverage for Structured outputs and Code execution before moving production traffic.
  • Qwen3.6-35B-A3B adds JSON / Tool use in local capability data.
Qwen3.6-35B-A3B -> DeepSeek V3.1
  • Provider overlap exists on Novita AI; start route-level A/B tests there.
  • Cheapest tracked output pricing is tied, so migration risk shifts to quality, latency, and provider packaging.
  • Check replacement coverage for JSON / Tool use before moving production traffic.
  • DeepSeek V3.1 adds Structured outputs and Code execution in local capability data.

Specs

Specification
Released2025-08-212026-04-16
Context window64k262k
Parameters671B total, 37B active (MoE)35B
ArchitectureMixture of ExpertsMixture of Experts
LicenseMITOSI-approvedApache 2.0OSI-approved
OpennessOpen sourceOpen source
WeightsUnknownAvailable
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: permitted
Knowledge cutoff--

Pricing and availability

Pricing attributeDeepSeek V3.1Qwen3.6-35B-A3B
Input price$0.27/1M tokens$0.15/1M tokens
Output price$1/1M tokens$1/1M tokens
Providers

Capabilities

CapabilityDeepSeek V3.1Qwen3.6-35B-A3B
VisionYesYes
MultimodalYesYes
ReasoningNoNo
JSON / Tool useNoYes
Structured outputsYesNo
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek V3.1Qwen3.6-35B-A3B
MMLU PRO83.385.2
SWE-bench Verified66.073.4

Continue comparing

Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.