LLM Reference

Claude Sonnet 4.5 vs Qwen3-235B-A22B

Claude Sonnet 4.5 (2025) and Qwen3-235B-A22B (2025) are frontier reasoning models from Anthropic and Alibaba. Claude Sonnet 4.5 ships a 200k-token context window, while Qwen3-235B-A22B ships a 128k-token context window. On MMLU PRO, Claude Sonnet 4.5 leads by 3.2 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Claude Sonnet 4.5 is safer overall; choose Qwen3-235B-A22B when provider fit matters.

Decision scorecard

Local evidence first
SignalClaude Sonnet 4.5Qwen3-235B-A22B
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsprovider-routed production
Decision fitCoding, RAG, and AgentsCoding, RAG, and Long context
Context window200k128k
Cheapest output$15/1M tokens$0.58/1M tokens
Provider routes8 tracked5 tracked
Shared benchmarksMMLU PRO leader2 shared

Decision tradeoffs

Choose Claude Sonnet 4.5 when...
  • Claude Sonnet 4.5 holds a shared-benchmark lead on MMLU PRO, ahead by 3.2 points.
  • Claude Sonnet 4.5 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Claude Sonnet 4.5 has broader tracked provider coverage for fallback and route flexibility.
  • Claude Sonnet 4.5 uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags Claude Sonnet 4.5 for Coding, RAG, and Agents.
Choose Qwen3-235B-A22B when...
  • Qwen3-235B-A22B holds a shared-benchmark lead on Google-Proof Q&A, ahead by 2.7 points.
  • Qwen3-235B-A22B has the lower cheapest tracked output price at $0.58/1M tokens.
  • Local decision data tags Qwen3-235B-A22B for Coding, RAG, and Long context.

Monthly cost at traffic

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

Lower estimate Qwen3-235B-A22B

Claude Sonnet 4.5

$6,150

Cheapest tracked route/tier: Microsoft Foundry

Qwen3-235B-A22B

$217

Cheapest tracked route/tier: Novita AI

Estimated monthly gap: $5,933. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Sonnet 4.5 -> Qwen3-235B-A22B
  • Provider overlap exists on AWS Bedrock and OpenRouter; start route-level A/B tests there.
  • Qwen3-235B-A22B is $14.42/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Reasoning before moving production traffic.
Qwen3-235B-A22B -> Claude Sonnet 4.5
  • Provider overlap exists on AWS Bedrock and OpenRouter; start route-level A/B tests there.
  • Claude Sonnet 4.5 is $14.42/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Claude Sonnet 4.5 adds Vision, Multimodal, and Reasoning in local capability data.

Specs

Specification
Released2025-09-292025-04-29
Context window200k128k
Parameters235B
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryApache 2.0OSI-approved
OpennessProprietaryOpen source
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-12-

Pricing and availability

Pricing attributeClaude Sonnet 4.5Qwen3-235B-A22B
Input price
0-200,001t
$3/1M tokens
200,001t+
$6/1M tokens
$0.09/1M tokens
Output price
0-200,001t
$15/1M tokens
200,001t+
$22.50/1M tokens
$0.58/1M tokens
Providers

Capabilities

CapabilityClaude Sonnet 4.5Qwen3-235B-A22B
VisionYesNo
MultimodalYesNo
ReasoningYesNo
JSON / Tool useYesNo
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkClaude Sonnet 4.5Qwen3-235B-A22B
MMLU PRO86.082.8
Google-Proof Q&A83.486.1

Continue comparing

Last reviewed: 2026-07-26. Data sourced from public model cards and provider documentation.