LLM Reference

DeepSeek V4 Pro vs Qwen3.5-122B-A10B

DeepSeek V4 Pro (2026) and Qwen3.5-122B-A10B (2026) are frontier-tier reasoning models from DeepSeek and Alibaba. DeepSeek V4 Pro ships a 1m-token context window, while Qwen3.5-122B-A10B ships a 262k-token context window. On MMLU PRO, DeepSeek V4 Pro leads by 0.8 pts. On pricing, Qwen3.5-122B-A10B costs $0.26/1M input tokens versus $0.43/1M 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.

Qwen3.5-122B-A10B is ~67% cheaper at $0.26/1M; pay for DeepSeek V4 Pro only for long-context analysis.

Decision scorecard

Local evidence first
SignalDeepSeek V4 ProQwen3.5-122B-A10B
Best forreasoning-heavy apps, tool-calling agents, and long-context analysisreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1m262k
Cheapest output$0.87/1M tokens$2.08/1M tokens
Provider routes5 tracked3 tracked
Shared benchmarksMMLU PRO leader6 shared

Decision tradeoffs

Choose DeepSeek V4 Pro when...
  • DeepSeek V4 Pro holds a shared-benchmark lead on MMLU PRO, ahead by 0.8 points.
  • DeepSeek V4 Pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • DeepSeek V4 Pro has the lower cheapest tracked output price at $0.87/1M tokens.
  • DeepSeek V4 Pro has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags DeepSeek V4 Pro for Coding, RAG, and Agents.
Choose Qwen3.5-122B-A10B when...
  • Qwen3.5-122B-A10B uniquely exposes Vision and Multimodal in local model data.
  • Local decision data tags Qwen3.5-122B-A10B 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 DeepSeek V4 Pro

DeepSeek V4 Pro

$566

Cheapest tracked route/tier: DeepSeek Platform

Qwen3.5-122B-A10B

$728

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $163. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek V4 Pro -> Qwen3.5-122B-A10B
  • Provider overlap exists on OpenRouter and Novita AI; start route-level A/B tests there.
  • Qwen3.5-122B-A10B is $1.21/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Qwen3.5-122B-A10B adds Vision and Multimodal in local capability data.
Qwen3.5-122B-A10B -> DeepSeek V4 Pro
  • Provider overlap exists on OpenRouter and Novita AI; start route-level A/B tests there.
  • DeepSeek V4 Pro is $1.21/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision and Multimodal before moving production traffic.

Specs

Specification
Released2026-04-242026-02-24
Context window1m262k
Parameters1.6T122B
ArchitectureMixture of ExpertsMixture of Experts
LicenseMITOSI-approvedApache 2.0OSI-approved
OpennessOpen sourceOpen source
WeightsAvailableAvailable
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: permitted
Knowledge cutoff--

Pricing and availability

Pricing attributeDeepSeek V4 ProQwen3.5-122B-A10B
Input price$0.43/1M tokens$0.26/1M tokens
Output price$0.87/1M tokens$2.08/1M tokens
Providers

Capabilities

CapabilityDeepSeek V4 ProQwen3.5-122B-A10B
VisionNoYes
MultimodalNoYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek V4 ProQwen3.5-122B-A10B
MMLU PRO87.586.7
SWE-bench Verified80.672.0
Google-Proof Q&A90.185.7
LiveCodeBench93.578.9
Humanity's Last Exam37.725.3
BrowseComp83.463.8

Continue comparing

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