LLM Reference

GLM-5 Turbo vs GPT-5.2 Codex

GLM-5 Turbo (2026) and GPT-5.2 Codex (2025) compare a standalone API model against a coding-specialized model. GLM-5 Turbo ships a 200k-token context window, while GPT-5.2 Codex ships a 400k-token context window. On pricing, GLM-5 Turbo costs $1.20/1M input tokens versus $1.75/1M for the alternative. This page treats the result as workflow and deployment fit, not a universal model winner.

Treat this as a product-type comparison: GLM-5 Turbo is standalone API model, while GPT-5.2 Codex is coding-specialized model. Choose based on workflow fit before reading any benchmark or price row as decisive.

Decision scorecard

Local evidence first
SignalGLM-5 TurboGPT-5.2 Codex
Product typeStandalone API modelCoding-specialized model
Best forreasoning-heavy apps, tool-calling agents, and provider-routed productioncustom coding agents, code generation, and tool loops
Decision fitRAG, Agents, and Long contextCoding, RAG, and Agents
Context window200k400k
Cheapest output$4/1M tokens$14/1M tokens
Provider routes2 tracked2 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GLM-5 Turbo when...
  • GLM-5 Turbo has the lower cheapest tracked output price at $4/1M tokens.
  • Local decision data tags GLM-5 Turbo for RAG, Agents, and Long context.
Choose GPT-5.2 Codex when...
  • GPT-5.2 Codex has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5.2 Codex uniquely exposes Vision, Multimodal, and Code execution in local model data.
  • Local decision data tags GPT-5.2 Codex for Coding, RAG, and Agents.

Monthly cost at traffic

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

Lower estimate GLM-5 Turbo

GLM-5 Turbo

$1,960

Cheapest tracked route/tier: OpenRouter

GPT-5.2 Codex

$4,900

Cheapest tracked route/tier: Vercel AI Gateway

Estimated monthly gap: $2,940. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GLM-5 Turbo -> GPT-5.2 Codex
  • Provider overlap exists on Vercel AI Gateway; start route-level A/B tests there.
  • GPT-5.2 Codex is $10/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-5.2 Codex adds Vision, Multimodal, and Code execution in local capability data.
GPT-5.2 Codex -> GLM-5 Turbo
  • Provider overlap exists on Vercel AI Gateway; start route-level A/B tests there.
  • GLM-5 Turbo is $10/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Code execution before moving production traffic.

Specs

Specification
Released2026-03-012025-12-18
Context window200k400k
Parameters744B total, 40B active
ArchitectureMixture of ExpertsDecoder Only
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
WeightsUnknownNot released
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff2025-112025-08

Pricing and availability

Pricing attributeGLM-5 TurboGPT-5.2 Codex
Input price$1.20/1M tokens$1.75/1M tokens
Output price$4/1M tokens$14/1M tokens
Providers

Capabilities

CapabilityGLM-5 TurboGPT-5.2 Codex
VisionNoYes
MultimodalNoYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionNoYes
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.