GLM 5.2 vs GPT-5.4 Mini (Comparative Analysis)
Loading comparison form...
Comparative Analysis: GLM 5.2 vs. GPT-5.4 Mini
Want to try out these models side by side?Try Magica for free
Overview
GPT-5.4 Mini was released 3 months before GLM 5.2.
 GLM 5.2 |  GPT-5.4 Mini | |
|---|---|---|
Model Provider The organization behind this AI's development | Z.AI | OpenAI |
Input Context Window Maximum input tokens this model can process at once | 1M tokens | 400K tokens |
Output Token Limit Maximum output tokens this model can generate at once | 131.1K tokens | 128K tokens |
Release Date When this model first became publicly available | June 16, 2026 1 month ago June 16th, 2026 | March 17, 2026 4 months ago March 17th, 2026 |
Knowledge Cutoff Latest training-data date reported by the provider | Not reported | August 31, 2025 |
Capabilities & Features
Compare supported features, modalities, and advanced capabilities
GLM 5.2 | GPT-5.4 Mini | |
|---|---|---|
Input Types Supported input formats | 📝Text | 📁File🖼️Image📝Text |
Reasoning Controls Defaults and configurable reasoning effort | Enabled by defaultEffort: Extra High, HighDefault: High | OptionalEffort: Extra High, High, Medium, Low, NoneDefault: Medium |
Output Types Supported output formats | 📝Text | 📝Text |
Tokenizer Text encoding system | Other | GPT |
Key Features Advanced capabilities | ✓Function Calling✓Structured Output✓Reasoning ModeContent Moderation | ✓Function Calling✓Structured Output✓Reasoning ModeContent Moderation |
Open Source Model availability | Available on HuggingFace → | Proprietary |
Pricing
GLM 5.2 is roughly 0.9x less expensive compared to GPT-5.4 Mini for input tokens and roughly 0.5x less expensive for output tokens.
| GLM 5.2 | GPT-5.4 Mini | |
|---|---|---|
Input Token Cost Cost per million input tokens | $0.71 per million tokens | $0.75 per million tokens |
Output Token Cost Cost per million output tokens | $2.24 per million tokens | $4.50 per million tokens |
Web Search Cost Additional cost for each web search operation | Not specified | $0.01 per search |
Cache Read Cost Cost to reuse cached input tokens | $0.13 per million tokens | $0.07 per million tokens |
Benchmarks
Compare relevant benchmarks between GLM 5.2 and GPT-5.4 Mini.
| GLM 5.2 | GPT-5.4 Mini | |
|---|---|---|
Intelligence Index Overall model quality across independent evaluations | 51.1 (Artificial Analysis index; higher is better) | 40 (Artificial Analysis index; higher is better) |
Coding Index Programming performance across independent evaluations | 68.8 (Artificial Analysis index; higher is better) | 56.1 (Artificial Analysis index; higher is better) |
Agentic Index Ability to complete multi-step agentic tasks | 43.1 (Artificial Analysis index; higher is better) | 30.2 (Artificial Analysis index; higher is better) |
Best Design Arena Score Highest human-preference Elo score across design arenas | 1,367 Elo (#3 in 3D (59.9% win rate)) | Benchmark not available. |
At a Glance
Quick overview of what makes GLM 5.2 and GPT-5.4 Mini unique.
GLM 5.2 by Z.AI can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 1M token context window. Reasonably priced at $0.71/M input and $2.24/M output tokens. Released June 16th, 2026.GPT-5.4 Mini by OpenAI understands both text and images, can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 400K token context window. Reasonably priced at $0.75/M input and $4.50/M output tokens. Released March 17th, 2026.Explore More Comparisons
Compare your models with top performers across different categories
Compare GLM 5.2 with:
🚀Programming
Best models for coding and development
🎨Creative & Roleplay
Models optimized for creative writing
📢Marketing
Content creation and marketing tasks
💻Technology
Technical analysis and explanations
🔬Science
Scientific research and analysis
🌐Translation
Multilingual translation tasks
Compare GPT-5.4 Mini with:
🚀Programming
Best models for coding and development
🎨Creative & Roleplay
Models optimized for creative writing
📢Marketing
Content creation and marketing tasks
💻Technology
Technical analysis and explanations
🔬Science
Scientific research and analysis
🌐Translation
Multilingual translation tasks