LLM Reference

GLM-5 Turbo vs Qwen2.5-72B-Instruct

GLM-5 Turbo (2026) and Qwen2.5-72B-Instruct (2024) are frontier reasoning models from Zhipu AI and Alibaba. GLM-5 Turbo ships a 200k-token context window, while Qwen2.5-72B-Instruct ships a 128k-token context window. On pricing, Qwen2.5-72B-Instruct costs $0.18/1M 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.

Qwen2.5-72B-Instruct is ~567% cheaper at $0.18/1M; pay for GLM-5 Turbo only for reasoning depth.

Decision scorecard

Local evidence first
SignalGLM-5 TurboQwen2.5-72B-Instruct
Best forreasoning-heavy apps, tool-calling agents, and provider-routed productionprovider-routed production
Decision fitRAG, Agents, and Long contextCoding, RAG, and Long context
Context window200k128k
Cheapest output$4/1M tokens$0.54/1M tokens
Provider routes2 tracked7 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GLM-5 Turbo when...
  • GLM-5 Turbo has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GLM-5 Turbo uniquely exposes Reasoning and JSON / Tool use in local model data.
  • Local decision data tags GLM-5 Turbo for RAG, Agents, and Long context.
Choose Qwen2.5-72B-Instruct when...
  • Qwen2.5-72B-Instruct has the lower cheapest tracked output price at $0.54/1M tokens.
  • Qwen2.5-72B-Instruct has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags Qwen2.5-72B-Instruct 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 Qwen2.5-72B-Instruct

GLM-5 Turbo

$1,960

Cheapest tracked route/tier: OpenRouter

Qwen2.5-72B-Instruct

$279

Cheapest tracked route/tier: Chutes AI

Estimated monthly gap: $1,681. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GLM-5 Turbo -> Qwen2.5-72B-Instruct
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Qwen2.5-72B-Instruct is $3.46/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning and JSON / Tool use before moving production traffic.
Qwen2.5-72B-Instruct -> GLM-5 Turbo
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • GLM-5 Turbo is $3.46/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GLM-5 Turbo adds Reasoning and JSON / Tool use in local capability data.

Specs

Specification
Released2026-03-012024-06-07
Context window200k128k
Parameters744B total, 40B active72.7B
ArchitectureMixture of ExpertsDecoder Only
LicenseMITOSI-approvedApache 2.0OSI-approved
OpennessOpen sourceOpen source
WeightsUnknownAvailable
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: permitted
Knowledge cutoff2025-11-

Pricing and availability

Pricing attributeGLM-5 TurboQwen2.5-72B-Instruct
Input price$1.20/1M tokens$0.18/1M tokens
Output price$4/1M tokens$0.54/1M tokens
Providers

Capabilities

CapabilityGLM-5 TurboQwen2.5-72B-Instruct
VisionNoNo
MultimodalNoNo
ReasoningYesNo
JSON / Tool useYesNo
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

Last reviewed: 2026-06-30. Data sourced from public model cards and provider documentation.