Z.ai: GLM 5.2
GLM 5.2 from Z.ai is a text-in, text-out model with a context window of roughly one million tokens and a maximum output of 32,768 tokens per response. It supports tool use and reasoning, which makes it viable for multi-step workflows and agentic tasks. Structured output support is not confirmed for this model, so developers who depend on guaranteed JSON schemas should verify that before committing. At $1.00 per million input tokens and $4.00 per million output tokens, it sits in the mid-range price tier. Its blended benchmark score of 89.7 comes from four benchmarks, a limited coverage sample, so treat it as directional rather than definitive. The coding benchmark result is notably strong, which makes it worth shortlisting for software-focused use cases. Teams that need long-context retrieval or agentic pipelines and can tolerate some benchmark uncertainty will find the pricing reasonable relative to the performance signal available.
- Model ID
- z-ai/glm-5.2
- Vendor
- z-ai
- Tokenizer
- Other
- Input Modalities
- text
- Output Modalities
- text
- Max Output
- 32,768 tokens
- Tool Calling
- ✓ supported
- Structured Output
- ✓ supported
- Reasoning Mode
- ✓ supported
- Vision
- text only
- Audio
- no
- Moderated
- no
Strong choice for
SQL Generation
Code Review
Code Refactoring
Bug Fixing
Unit Test Generation
Code Documentation
Category rankings
Where Z.ai: GLM 5.2 places across the 53 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #4 | SQL GenerationCode · of 25 ranked | 173 |
| #4 | Code RefactoringCode · of 25 ranked | 171 |
| #4 | Unit Test GenerationCode · of 25 ranked | 156 |
| #4 | Regex WritingCode · of 25 ranked | 136 |
| #4 | CI/CD PipelinesCode · of 25 ranked | 147 |
| #4 | ETL ScriptingData · of 25 ranked | 159 |
| #4 | Long-Document SummarizationWriting · of 25 ranked | 167 |
| #4 | Language TranslationWriting · of 25 ranked | 136 |
| #4 | Financial AnalysisProfessional · of 25 ranked | 160 |
| #4 | Medical Note SummarizationProfessional · of 25 ranked | 159 |
| #4 | Math TutoringEducation · of 25 ranked | 149 |
| #4 | Physics TutoringEducation · of 25 ranked | 151 |
| #4 | History TutoringEducation · of 25 ranked | 149 |
| #4 | RFP ResponseBusiness · of 25 ranked | 180 |
| #4 | RAG PipelinesAgents · of 25 ranked | 171 |
| #4 | Long-Context Q&AAgents · of 25 ranked | 161 |
| #4 | Character RoleplayPersonal · of 25 ranked | 154 |
| #4 | Fitness CoachingPersonal · of 25 ranked | 135 |
| #4 | Tutoring for KidsPersonal · of 25 ranked | 136 |
| #4 | Experiment DesignResearch · of 25 ranked | 158 |
| #5 | Code ReviewCode · of 25 ranked | 173 |
| #5 | Bug FixingCode · of 25 ranked | 185 |
| #5 | Code DocumentationCode · of 25 ranked | 146 |
| #5 | Data AnalysisData · of 25 ranked | 171 |
| #5 | Blog Post WritingWriting · of 25 ranked | 142 |
| #5 | Marketing CopyWriting · of 25 ranked | 130 |
| #5 | Creative WritingWriting · of 25 ranked | 163 |
| #5 | Screenwriting & DialogWriting · of 25 ranked | 163 |
| #5 | Transcript CleanupWriting · of 25 ranked | 144 |
| #5 | Academic WritingWriting · of 25 ranked | 163 |
| #5 | Legal DraftingProfessional · of 25 ranked | 163 |
| #5 | Legal ResearchProfessional · of 25 ranked | 175 |
| #5 | Contract ReviewProfessional · of 25 ranked | 185 |
| #5 | Scientific ResearchProfessional · of 25 ranked | 175 |
| #5 | Essay GradingEducation · of 25 ranked | 173 |
| #5 | Standardized Test PrepEducation · of 25 ranked | 130 |
| #5 | OKRs & Strategic PlanningBusiness · of 25 ranked | 163 |
| #5 | Agent WorkflowsAgents · of 25 ranked | 197 |
| #5 | Function / Tool CallingAgents · of 25 ranked | 150 |
| #5 | Coding AgentsAgents · of 25 ranked | 197 |
| #5 | Fiction CollaboratorPersonal · of 25 ranked | 175 |
| #5 | Trip PlanningPersonal · of 25 ranked | 142 |
| #5 | Math ProofsResearch · of 25 ranked | 163 |
| #5 | Scientific CodingResearch · of 25 ranked | 185 |
| #5 | Literature ReviewResearch · of 25 ranked | 175 |
| #6 | SOP / Process DocsBusiness · of 25 ranked | 136 |
| #7 | CSV / Spreadsheet CleanupData · of 25 ranked | 156 |
| #7 | Sales / Cold EmailBusiness · of 25 ranked | 122 |
| #7 | Meeting NotesBusiness · of 25 ranked | 153 |
| #7 | Job Application DraftingBusiness · of 25 ranked | 122 |
| #7 | Journaling HelperPersonal · of 25 ranked | 122 |
| #7 | Recipe GenerationPersonal · of 25 ranked | 122 |
| #9 | Resume WritingBusiness · of 25 ranked | 116 |