LLM Reference

GLM-5.1 vs Grok 4

GLM-5.1 (2026) and Grok 4 (2025) are frontier-tier reasoning models from Zhipu AI and xAI. GLM-5.1 ships a 200k-token context window, while Grok 4 ships a 256k-token context window. On Google-Proof Q&A, Grok 4 leads by 1.3 pts. On pricing, GLM-5.1 costs $1.05/1M input tokens versus $1.25/1M 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-5.1 is safer overall; choose Grok 4 when coding workflow support matters.

Decision scorecard

Local evidence first
SignalGLM-5.1Grok 4
Best forreasoning-heavy apps, tool-calling agents, and provider-routed productionreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window200k256k
Cheapest output$3.50/1M tokens$2.50/1M tokens
Provider routes5 tracked4 tracked
Shared benchmarks3 sharedGoogle-Proof Q&A leader

Decision tradeoffs

Choose GLM-5.1 when...
  • GLM-5.1 holds a shared-benchmark lead on AIME 2025, ahead by 3.6 points.
  • GLM-5.1 has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags GLM-5.1 for Coding, RAG, and Agents.
Choose Grok 4 when...
  • Grok 4 holds a shared-benchmark lead on Google-Proof Q&A, ahead by 1.3 points.
  • Grok 4 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Grok 4 has the lower cheapest tracked output price at $2.50/1M tokens.
  • Grok 4 uniquely exposes Vision and Multimodal in local model data.
  • Local decision data tags Grok 4 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 Grok 4

GLM-5.1

$1,715

Cheapest tracked route/tier: OpenRouter

Grok 4

$1,625

Cheapest tracked route/tier: xAI Console

Estimated monthly gap: $90.00. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GLM-5.1 -> Grok 4
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Grok 4 is $1/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Grok 4 adds Vision and Multimodal in local capability data.
Grok 4 -> GLM-5.1
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • GLM-5.1 is $1/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Vision and Multimodal before moving production traffic.

Specs

Specification
Released2026-04-072025-07-09
Context window200k256k
Parameters754B total, 40B active
ArchitectureMixture of ExpertsDecoder Only
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
WeightsAvailableNot released
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff2025-11-

Pricing and availability

Pricing attributeGLM-5.1Grok 4
Input price$1.05/1M tokens$1.25/1M tokens
Output price$3.50/1M tokens$2.50/1M tokens
Providers

Capabilities

CapabilityGLM-5.1Grok 4
VisionNoYes
MultimodalNoYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGLM-5.1Grok 4
Google-Proof Q&A86.287.5
AIME 202595.391.7
Humanity's Last Exam31.025.4

Continue comparing

Last reviewed: 2026-07-10. Data sourced from public model cards and provider documentation.