LLM Reference

Claude Sonnet 4.6 vs GLM-5 9B

Claude Sonnet 4.6 (2026) and GLM-5 9B (2026) are frontier-tier reasoning models from Anthropic and Zhipu AI. Claude Sonnet 4.6 ships a 1m-token context window, while GLM-5 9B ships a 262k-token context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads. It focuses on practical selection signals rather than broad model-family marketing.

Claude Sonnet 4.6 is safer overall; choose GLM-5 9B when provider fit matters.

Decision scorecard

Local evidence first
SignalClaude Sonnet 4.6GLM-5 9B
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps and tool-calling agents
Decision fitCoding, RAG, and AgentsRAG, Agents, and Long context
Context window1m262k
Cheapest output$15/1M tokens-
Provider routes6 tracked0 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Claude Sonnet 4.6 when...
  • Claude Sonnet 4.6 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Claude Sonnet 4.6 has broader tracked provider coverage for fallback and route flexibility.
  • Claude Sonnet 4.6 uniquely exposes Vision, Multimodal, and Structured outputs in local model data.
  • Local decision data tags Claude Sonnet 4.6 for Coding, RAG, and Agents.
Choose GLM-5 9B when...
  • Local decision data tags GLM-5 9B for RAG, Agents, and Long context.

Monthly cost at traffic

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

Claude Sonnet 4.6

$6,150

Cheapest tracked route/tier: OpenRouter

GLM-5 9B

Unavailable

No complete token price in local provider data

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

Claude Sonnet 4.6 -> GLM-5 9B
  • No overlapping tracked provider route is sourced for Claude Sonnet 4.6 and GLM-5 9B; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Vision, Multimodal, and Structured outputs before moving production traffic.
GLM-5 9B -> Claude Sonnet 4.6
  • No overlapping tracked provider route is sourced for GLM-5 9B and Claude Sonnet 4.6; plan for SDK, billing, or endpoint changes.
  • Claude Sonnet 4.6 adds Vision, Multimodal, and Structured outputs in local capability data.

Specs

Specification
Released2026-02-172026-02-15
Context window1m262k
Parameters9
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-082025-11

Pricing and availability

Pricing attributeClaude Sonnet 4.6GLM-5 9B
Input price$3/1M tokens-
Output price$15/1M tokens-
Providers-

Capabilities

CapabilityClaude Sonnet 4.6GLM-5 9B
VisionYesNo
MultimodalYesNo
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesNo
Code executionYesNo
IDE integrationNoNo
Computer useYesNo
Parallel agentsYesNo

Benchmarks

No shared benchmark scores are currently available for this pair.

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