LLM Reference

Claude Haiku 4.5 vs GLM-5 Turbo

Claude Haiku 4.5 (2025) and GLM-5 Turbo (2026) are frontier reasoning models from Anthropic and Zhipu AI. Claude Haiku 4.5 ships a 200k-token context window, while GLM-5 Turbo ships a 200k-token context window. On pricing, Claude Haiku 4.5 costs $0.80/1M input tokens versus $1.20/1M 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.

Claude Haiku 4.5 is ~50% cheaper at $0.80/1M; pay for GLM-5 Turbo only for reasoning depth.

Decision scorecard

Local evidence first
SignalClaude Haiku 4.5GLM-5 Turbo
Best formultimodal apps, tool-calling agents, and provider-routed productionreasoning-heavy apps, tool-calling agents, and provider-routed production
Decision fitCoding, RAG, and AgentsRAG, Agents, and Long context
Context window200k200k
Cheapest output$4/1M tokens$4/1M tokens
Provider routes9 tracked2 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Claude Haiku 4.5 when...
  • Claude Haiku 4.5 has broader tracked provider coverage for fallback and route flexibility.
  • Claude Haiku 4.5 uniquely exposes Vision, Multimodal, and Code execution in local model data.
  • Local decision data tags Claude Haiku 4.5 for Coding, RAG, and Agents.
Choose GLM-5 Turbo when...
  • GLM-5 Turbo uniquely exposes Reasoning in local model data.
  • Local decision data tags GLM-5 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 Claude Haiku 4.5

Claude Haiku 4.5

$1,640

Cheapest tracked route/tier: AWS Bedrock

GLM-5 Turbo

$1,960

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $320. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Haiku 4.5 -> GLM-5 Turbo
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • Cheapest tracked output pricing is tied, so migration risk shifts to quality, latency, and provider packaging.
  • Check replacement coverage for Vision, Multimodal, and Code execution before moving production traffic.
  • GLM-5 Turbo adds Reasoning in local capability data.
GLM-5 Turbo -> Claude Haiku 4.5
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • Cheapest tracked output pricing is tied, so migration risk shifts to quality, latency, and provider packaging.
  • Check replacement coverage for Reasoning before moving production traffic.
  • Claude Haiku 4.5 adds Vision, Multimodal, and Code execution in local capability data.

Specs

Specification
Released2025-10-012026-03-01
Context window200k200k
Parameters744B total, 40B active
ArchitectureDecoder OnlyMixture of Experts
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-022025-11

Pricing and availability

Pricing attributeClaude Haiku 4.5GLM-5 Turbo
Input price$0.80/1M tokens$1.20/1M tokens
Output price$4/1M tokens$4/1M tokens
Providers

Capabilities

CapabilityClaude Haiku 4.5GLM-5 Turbo
VisionYesNo
MultimodalYesNo
ReasoningNoYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

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.