LLM Reference

GLM-5 vs o3 Mini

GLM-5 (2026) and o3 Mini (2025) are frontier-tier reasoning models from Zhipu AI and OpenAI. GLM-5 ships a 200k-token context window, while o3 Mini ships a 200k-token context window. On MMLU PRO, GLM-5 leads by 6.9 pts. On pricing, GLM-5 costs $0.60/1M input tokens versus $1.10/1M 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 is ~83% cheaper at $0.60/1M; pay for o3 Mini only for coding workflow support.

Decision scorecard

Local evidence first
SignalGLM-5o3 Mini
Best forreasoning-heavy apps, tool-calling agents, and provider-routed productionreasoning-heavy apps, tool-calling agents, and provider-routed production
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window200k200k
Cheapest output$2.08/1M tokens$4.40/1M tokens
Provider routes7 tracked4 tracked
Shared benchmarksMMLU PRO leader3 shared

Decision tradeoffs

Choose GLM-5 when...
  • GLM-5 holds a shared-benchmark lead on MMLU PRO, ahead by 6.9 points.
  • GLM-5 has the lower cheapest tracked output price at $2.08/1M tokens.
  • GLM-5 has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags GLM-5 for Coding, RAG, and Agents.
Choose o3 Mini when...
  • o3 Mini uniquely exposes Code execution in local model data.
  • Local decision data tags o3 Mini 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

GLM-5

$1,000

Cheapest tracked route/tier: OpenRouter

o3 Mini

$1,980

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $980. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GLM-5 -> o3 Mini
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • o3 Mini is $2.32/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • o3 Mini adds Code execution in local capability data.
o3 Mini -> GLM-5
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • GLM-5 is $2.32/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Code execution before moving production traffic.

Specs

Specification
Released2026-02-112025-01-31
Context window200k200k
Parameters744B total, 40B active
ArchitectureMixture of ExpertsDecoder Only
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
WeightsAvailableNot released
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff2025-112025-04

Pricing and availability

Pricing attributeGLM-5o3 Mini
Input price$0.60/1M tokens$1.10/1M tokens
Output price$2.08/1M tokens$4.40/1M tokens
Providers

Capabilities

CapabilityGLM-5o3 Mini
VisionNoNo
MultimodalNoNo
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionNoYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGLM-5o3 Mini
MMLU PRO86.079.1
SWE-bench Verified77.849.3
Google-Proof Q&A86.079.7

Continue comparing

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