LLM Reference

Claude Opus 4.6 vs GLM-5V-Turbo

Claude Opus 4.6 (2026) and GLM-5V-Turbo (2026) are frontier-tier reasoning models from Anthropic and Zhipu AI. Claude Opus 4.6 ships a 1m-token context window, while GLM-5V-Turbo ships a 200k-token context window. On pricing, GLM-5V-Turbo costs $1.20/1M input tokens versus $5/1M 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.

GLM-5V-Turbo is ~317% cheaper at $1.20/1M; pay for Claude Opus 4.6 only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude Opus 4.6GLM-5V-Turbo
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsRAG, Agents, and Long context
Context window1m200k
Cheapest output$25/1M tokens$4/1M tokens
Provider routes6 tracked2 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Claude Opus 4.6 when...
  • Claude Opus 4.6 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Claude Opus 4.6 has broader tracked provider coverage for fallback and route flexibility.
  • Claude Opus 4.6 uniquely exposes Code execution in local model data.
  • Local decision data tags Claude Opus 4.6 for Coding, RAG, and Agents.
Choose GLM-5V-Turbo when...
  • GLM-5V-Turbo has the lower cheapest tracked output price at $4/1M tokens.
  • Local decision data tags GLM-5V-Turbo 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.

Lower estimate GLM-5V-Turbo

Claude Opus 4.6

$10,250

Cheapest tracked route/tier: Anthropic

GLM-5V-Turbo

$1,960

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $8,290. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Opus 4.6 -> GLM-5V-Turbo
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • GLM-5V-Turbo is $21/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Code execution before moving production traffic.
GLM-5V-Turbo -> Claude Opus 4.6
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • Claude Opus 4.6 is $21/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Claude Opus 4.6 adds Code execution in local capability data.

Specs

Specification
Released2026-02-052026-04-01
Context window1m200k
Parameters744B total, 40B active
ArchitectureDecoder OnlyMixture of Experts
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-122025-11

Pricing and availability

Pricing attributeClaude Opus 4.6GLM-5V-Turbo
Input price$5/1M tokens$1.20/1M tokens
Output price$25/1M tokens$4/1M tokens
Providers

Capabilities

CapabilityClaude Opus 4.6GLM-5V-Turbo
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

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