GLM-4.6
DeprecatedGLM-4.6 is Zhipu AI's language model with a 205K context window and up to 131K output tokens, available from 11 providers, starting at $0.43 / 1M input and $1.75 / 1M output. A MoE LLM from Z AI that extends GLM-4.5 with a 200K context window and improved agentic reasoning and tool-use capabilities.
| Benchmarks | |
|---|---|
| Intelligence Index | #145 |
| Coding Index | #72 |
| Math Index | #57 |
| MMLU-Pro | #67 |
| GPQA | #172 |
| HLE | #150 |
| LiveCodeBench | #88 |
| IFBench | #230 |
| Time to First Token | #491 |
| SciCode | #178 |
| AIME 2025 | #57 |
| LCR | #197 |
| TerminalBench Hard | #114 |
| TAU2 | #131 |
| Output TPS | #183 |
Capabilities
Input1/5
Text✓
Image·
Audio·
Video·
PDF·
Output1/5
Text✓
Image·
Audio·
Video·
Embedding·
Capabilities6/13
Reasoning✓
Adaptive Reasoning·
Function Calling✓
Parallel Function Calling✓
Structured Outputs✓
Native JSON Schema✓
Web Search·
URL Context·
Computer Use·
Code Execution·
File Search·
Prompt Caching✓
Assistant Prefill·
Pricing by Provider
US Dollar ($)
Per 1M tokens
| Provider | Standard | Batch | |||
|---|---|---|---|---|---|
| Input $ / 1M | Output $ / 1M | Cache Read $ / 1M | Input $ / 1M | Output $ / 1M | |
| $0.431 | $2.01 | N/A | $0.215 | $1.00 | |
| $0.6 | $2.20 | N/A | — | — | |
| $2.25 | $2.75 | N/A | — | — | |
| $0.5 | $2.00 | $0.1 | — | — | |
| $0.55 | $2.19 | N/A | — | — | |
| $0.55 | $2.20 | N/A | — | — | |
| $0.55 | $2.20 | $0.11 | — | — | |
| $0.43 | $1.75 | $0.08 | — | — | |
| $0.6 | $2.20 | N/A | — | — | |
| $0.6 | $2.20 | $0.11 | — | — | |
| $0.6 | $2.20 | $0.11 | — | — | |
Cost Calculator
US Dollar ($)
Preset:
Cheapest Instances to Run It
Cloud GPU instances that can host GLM-4.6, ranked by cheapest on-demand price. The model needs about 856 GB of GPU memory at FP16 precision (estimated from its parameter count), so treat the fit as guidance rather than a guarantee.
All clouds
FP16 (full precision)
US Dollar ($)
Instance | Cloud | GPU | VRAM | Price | Cheapest region | |
|---|---|---|---|---|---|---|
| Standard_ND96is_MI300X_v5 |  Azure | 8× AMD Instinct MI300X GPU (192GB) | 1536 GB | $48.00/hr | ||
| Standard_ND96isr_MI300X_v5 | Azure | 8× AMD Instinct MI300X | 1536 GB | $48.00/hr | ||
| p5en.48xlarge |  AWS | 8× H200 | 1128 GB | $63.30/hr | ||
Versions
| Version | Released | Context | Input / 1M | Output / 1M | Status |
|---|---|---|---|---|---|
| GLM-4.7 | 205K | $0.400 | $1.75 | Deprecated | |
| GLM-4.6 | 205K | $0.430 | $1.75 | Current | |
| GLM-4.5 | 131K | $0.400 | $1.60 | Deprecated | |
| GLM-4.5 Air | 131K | $0.125 | $0.450 | Available |