LLM Reference

DeepSeek R1 0528 vs Qwen3.5-397B-A17B

DeepSeek R1 0528 (2025) and Qwen3.5-397B-A17B (2026) are frontier-tier reasoning models from DeepSeek and Alibaba. DeepSeek R1 0528 ships a 130k-token context window, while Qwen3.5-397B-A17B ships a 262k-token context window. On MMLU PRO, Qwen3.5-397B-A17B leads by 2.8 pts. On pricing, Qwen3.5-397B-A17B costs $0.39/1M input tokens versus $0.50/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Qwen3.5-397B-A17B is safer overall; choose DeepSeek R1 0528 when coding workflow support matters.

Decision scorecard

Local evidence first
SignalDeepSeek R1 0528Qwen3.5-397B-A17B
Best forreasoning-heavy apps and provider-routed productionreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window130k262k
Cheapest output$2.15/1M tokens$2.34/1M tokens
Provider routes7 tracked4 tracked
Shared benchmarks4 sharedMMLU PRO leader

Decision tradeoffs

Choose DeepSeek R1 0528 when...
  • DeepSeek R1 0528 has the lower cheapest tracked output price at $2.15/1M tokens.
  • DeepSeek R1 0528 has broader tracked provider coverage for fallback and route flexibility.
  • DeepSeek R1 0528 uniquely exposes Code execution in local model data.
  • Local decision data tags DeepSeek R1 0528 for Coding, RAG, and Agents.
Choose Qwen3.5-397B-A17B when...
  • Qwen3.5-397B-A17B holds a shared-benchmark lead on MMLU PRO, ahead by 2.8 points.
  • Qwen3.5-397B-A17B has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Qwen3.5-397B-A17B uniquely exposes Vision, Multimodal, and JSON / Tool use in local model data.
  • Local decision data tags Qwen3.5-397B-A17B 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 Qwen3.5-397B-A17B

DeepSeek R1 0528

$938

Cheapest tracked route/tier: OpenRouter

Qwen3.5-397B-A17B

$897

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $40.50. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek R1 0528 -> Qwen3.5-397B-A17B
  • Provider overlap exists on OpenRouter, Together AI, and Novita AI; start route-level A/B tests there.
  • Qwen3.5-397B-A17B is $0.19/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Code execution before moving production traffic.
  • Qwen3.5-397B-A17B adds Vision, Multimodal, and JSON / Tool use in local capability data.
Qwen3.5-397B-A17B -> DeepSeek R1 0528
  • Provider overlap exists on Together AI, Novita AI, and OpenRouter; start route-level A/B tests there.
  • DeepSeek R1 0528 is $0.19/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and JSON / Tool use before moving production traffic.
  • DeepSeek R1 0528 adds Code execution in local capability data.

Specs

Specification
Released2025-05-282026-02-16
Context window130k262k
Parameters685B total, 37B active (MoE)397B
ArchitectureDecoder OnlyMixture 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 R1 0528Qwen3.5-397B-A17B
Input price$0.50/1M tokens$0.39/1M tokens
Output price$2.15/1M tokens$2.34/1M tokens
Providers

Capabilities

CapabilityDeepSeek R1 0528Qwen3.5-397B-A17B
VisionNoYes
MultimodalNoYes
ReasoningYesYes
JSON / Tool useNoYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek R1 0528Qwen3.5-397B-A17B
MMLU PRO85.087.8
SWE-bench Verified57.676.2
Google-Proof Q&A81.089.3
LiveCodeBench73.383.6

Continue comparing

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